{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7HEiR6F5NE3V"
      },
      "source": [
        "# About this demo\n",
        "\n",
        "The video frame extraction acceleration demo shows:\n",
        "1. BMF flexible capability\n",
        "2. Hardware acceleration quickly enablement and CPU/GPU pipeline support\n",
        "\n",
        "The graph looks like:\n",
        "\n",
        "Video Decode by CPU or GPU ==> FPS filter frame extraction ==> NV JPEG GPU hardware encode"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0kmtjxXwUQcA"
      },
      "source": [
        "# Get Started"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "seXuAtnVdbdM"
      },
      "source": [
        "## 1. Environment Setup\n",
        "*   install the BMF\n",
        "*   make sure the GPU environment is ready\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-IVElGWJWbqD"
      },
      "source": [
        "### 1-1 pip install BMF packages"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "co6Dxv9GMXx9",
        "outputId": "3f6b36be-e721-4e3f-fef8-9120f127dfea"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Collecting BabitMF-GPU\n",
            "  Downloading BabitMF_GPU-0.0.5-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (8.2 MB)\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m8.2/8.2 MB\u001b[0m \u001b[31m7.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25hRequirement already satisfied: numpy>=1.19.5 in /usr/local/lib/python3.10/dist-packages (from BabitMF-GPU) (1.22.4)\n",
            "Installing collected packages: BabitMF-GPU\n",
            "Successfully installed BabitMF-GPU-0.0.5\n"
          ]
        }
      ],
      "source": [
        "pip install BabitMF-GPU"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RN98u8yPE2e_",
        "outputId": "b92b86a3-a9e6-41d6-c548-69f619206473"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "_bmf.cpython-310-x86_64-linux-gnu.so  libbuiltin_modules.so\n",
            "_hmp.cpython-310-x86_64-linux-gnu.so  libbuiltin_modules.so.0.0.5\n",
            "libbmf_go_loader.so\t\t      libengine.so\n",
            "libbmf_module_sdk.so\t\t      libengine.so.0.0.5\n",
            "libbmf_module_sdk.so.0.0.5\t      libhmp.so\n",
            "libbmf_py_loader.so\t\t      libhmp.so.1.2\n"
          ]
        }
      ],
      "source": [
        "!ls /usr/local/lib/python3.10/dist-packages/bmf/lib/"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SGS2FIiylx2I"
      },
      "source": [
        "To install a GPU supported version of BMF:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Uf9TnSHx_C0a",
        "outputId": "9d55c7a7-2c3d-4dc2-e578-e3c684b8c21f"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "env: LIBRARY_PATH=$LIBRARY_PATH:/usr/local/lib/python3.10/dist-packages/bmf/lib\n"
          ]
        }
      ],
      "source": [
        "%env LIBRARY_PATH=$LIBRARY_PATH:/usr/local/lib/python3.10/dist-packages/bmf/lib"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KVQKIPamWnPA"
      },
      "source": [
        "### 1-2 verify the FFmpeg libraries is installed and version is correct\n",
        "\n",
        "Part of feature in BMF framework utilizes the FFmpeg demuxer/muxer/codec and filter as the built-in modules for video processing. **If the capability of ffmpeg is needed,it's neccessary for users to install supported FFmpeg libraries before using BMF.**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WiPmTkhfaXft"
      },
      "source": [
        "**Optional step**\n",
        "\n",
        "Install ffmpeg and related libraries. For this demo, we don't have to do this step, because ffmpeg libraries are already installed in the Google Colab environment."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ARXN39-VaQlg",
        "outputId": "eb04f995-b82e-4aa2-8f65-a4a30af42a05"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "ffmpeg is already the newest version (7:4.2.7-0ubuntu0.1).\n",
            "0 upgraded, 0 newly installed, 0 to remove and 15 not upgraded.\n"
          ]
        }
      ],
      "source": [
        "!sudo apt install ffmpeg"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PcLbXWWSYMfQ"
      },
      "source": [
        "List the ffmpeg libraries. It is expected that the related libraries such libavcodec, libavformat are installed. The output should be showned as below:\n",
        "![image.png]()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_ZcqxtWJnvea",
        "outputId": "32e76fba-c79e-4257-bfd9-817152c01cea"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "The following NEW packages will be installed:\n",
            "  libdw1\n",
            "0 upgraded, 1 newly installed, 0 to remove and 15 not upgraded.\n",
            "Need to get 226 kB of archives.\n",
            "After this operation, 968 kB of additional disk space will be used.\n",
            "Get:1 http://archive.ubuntu.com/ubuntu focal/main amd64 libdw1 amd64 0.176-1.1build1 [226 kB]\n",
            "Fetched 226 kB in 0s (2,759 kB/s)\n",
            "debconf: unable to initialize frontend: Dialog\n",
            "debconf: (No usable dialog-like program is installed, so the dialog based frontend cannot be used. at /usr/share/perl5/Debconf/FrontEnd/Dialog.pm line 76, <> line 1.)\n",
            "debconf: falling back to frontend: Readline\n",
            "debconf: unable to initialize frontend: Readline\n",
            "debconf: (This frontend requires a controlling tty.)\n",
            "debconf: falling back to frontend: Teletype\n",
            "dpkg-preconfigure: unable to re-open stdin: \n",
            "Selecting previously unselected package libdw1:amd64.\n",
            "(Reading database ... 123069 files and directories currently installed.)\n",
            "Preparing to unpack .../libdw1_0.176-1.1build1_amd64.deb ...\n",
            "Unpacking libdw1:amd64 (0.176-1.1build1) ...\n",
            "Setting up libdw1:amd64 (0.176-1.1build1) ...\n",
            "Processing triggers for libc-bin (2.31-0ubuntu9.9) ...\n"
          ]
        }
      ],
      "source": [
        "!sudo apt install libdw1"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GLnRGvl5W00c",
        "outputId": "47836a1d-a146-4b59-9ce0-d19317ecfc48"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "ii  ffmpeg                                 7:4.2.7-0ubuntu0.1                amd64        Tools for transcoding, streaming and playing of multimedia files\n",
            "ii  libavcodec-dev:amd64                   7:4.2.7-0ubuntu0.1                amd64        FFmpeg library with de/encoders for audio/video codecs - development files\n",
            "ii  libavcodec58:amd64                     7:4.2.7-0ubuntu0.1                amd64        FFmpeg library with de/encoders for audio/video codecs - runtime files\n",
            "ii  libavdevice58:amd64                    7:4.2.7-0ubuntu0.1                amd64        FFmpeg library for handling input and output devices - runtime files\n",
            "ii  libavfilter7:amd64                     7:4.2.7-0ubuntu0.1                amd64        FFmpeg library containing media filters - runtime files\n",
            "ii  libavformat-dev:amd64                  7:4.2.7-0ubuntu0.1                amd64        FFmpeg library with (de)muxers for multimedia containers - development files\n",
            "ii  libavformat58:amd64                    7:4.2.7-0ubuntu0.1                amd64        FFmpeg library with (de)muxers for multimedia containers - runtime files\n",
            "ii  libavresample-dev:amd64                7:4.2.7-0ubuntu0.1                amd64        FFmpeg compatibility library for resampling - development files\n",
            "ii  libavresample4:amd64                   7:4.2.7-0ubuntu0.1                amd64        FFmpeg compatibility library for resampling - runtime files\n",
            "ii  libavutil-dev:amd64                    7:4.2.7-0ubuntu0.1                amd64        FFmpeg library with functions for simplifying programming - development files\n",
            "ii  libavutil56:amd64                      7:4.2.7-0ubuntu0.1                amd64        FFmpeg library with functions for simplifying programming - runtime files\n",
            "ii  libpostproc55:amd64                    7:4.2.7-0ubuntu0.1                amd64        FFmpeg library for post processing - runtime files\n",
            "ii  libswresample-dev:amd64                7:4.2.7-0ubuntu0.1                amd64        FFmpeg library for audio resampling, rematrixing etc. - development files\n",
            "ii  libswresample3:amd64                   7:4.2.7-0ubuntu0.1                amd64        FFmpeg library for audio resampling, rematrixing etc. - runtime files\n",
            "ii  libswscale-dev:amd64                   7:4.2.7-0ubuntu0.1                amd64        FFmpeg library for image scaling and various conversions - development files\n",
            "ii  libswscale5:amd64                      7:4.2.7-0ubuntu0.1                amd64        FFmpeg library for image scaling and various conversions - runtime files\n"
          ]
        }
      ],
      "source": [
        "!dpkg -l | grep -i ffmpeg"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bcLVtZ55YeWB"
      },
      "source": [
        "Display the FFmpeg version. **BMF supports the FFmpeg verions above 4.2.x.**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "27HbW50PZLRG",
        "outputId": "fea92250-a77c-48b2-bad8-56b875f8c0af"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "ffmpeg version 4.2.7-0ubuntu0.1 Copyright (c) 2000-2022 the FFmpeg developers\n",
            "built with gcc 9 (Ubuntu 9.4.0-1ubuntu1~20.04.1)\n",
            "configuration: --prefix=/usr --extra-version=0ubuntu0.1 --toolchain=hardened --libdir=/usr/lib/x86_64-linux-gnu --incdir=/usr/include/x86_64-linux-gnu --arch=amd64 --enable-gpl --disable-stripping --enable-avresample --disable-filter=resample --enable-avisynth --enable-gnutls --enable-ladspa --enable-libaom --enable-libass --enable-libbluray --enable-libbs2b --enable-libcaca --enable-libcdio --enable-libcodec2 --enable-libflite --enable-libfontconfig --enable-libfreetype --enable-libfribidi --enable-libgme --enable-libgsm --enable-libjack --enable-libmp3lame --enable-libmysofa --enable-libopenjpeg --enable-libopenmpt --enable-libopus --enable-libpulse --enable-librsvg --enable-librubberband --enable-libshine --enable-libsnappy --enable-libsoxr --enable-libspeex --enable-libssh --enable-libtheora --enable-libtwolame --enable-libvidstab --enable-libvorbis --enable-libvpx --enable-libwavpack --enable-libwebp --enable-libx265 --enable-libxml2 --enable-libxvid --enable-libzmq --enable-libzvbi --enable-lv2 --enable-omx --enable-openal --enable-opencl --enable-opengl --enable-sdl2 --enable-libdc1394 --enable-libdrm --enable-libiec61883 --enable-nvenc --enable-chromaprint --enable-frei0r --enable-libx264 --enable-shared\n",
            "libavutil      56. 31.100 / 56. 31.100\n",
            "libavcodec     58. 54.100 / 58. 54.100\n",
            "libavformat    58. 29.100 / 58. 29.100\n",
            "libavdevice    58.  8.100 / 58.  8.100\n",
            "libavfilter     7. 57.100 /  7. 57.100\n",
            "libavresample   4.  0.  0 /  4.  0.  0\n",
            "libswscale      5.  5.100 /  5.  5.100\n",
            "libswresample   3.  5.100 /  3.  5.100\n",
            "libpostproc    55.  5.100 / 55.  5.100\n"
          ]
        }
      ],
      "source": [
        "!ffmpeg -version"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "AuU2xFfsb3VV"
      },
      "source": [
        "### 1-3 install wurlitzer\n",
        "\n",
        "This package is installed to show the BMF C++ logs in the colab console, otherwise only python logs are printed. This step is not necessary if you're not in a Colab or iPython notebook environment."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VoXqpHLh5aBM",
        "outputId": "d73f28b6-810b-4b57-b009-4382c4ed22e2"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Collecting wurlitzer\n",
            "  Downloading wurlitzer-3.0.3-py3-none-any.whl (7.3 kB)\n",
            "Installing collected packages: wurlitzer\n",
            "Successfully installed wurlitzer-3.0.3\n"
          ]
        }
      ],
      "source": [
        "!pip install wurlitzer\n",
        "%load_ext wurlitzer"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hC4ZKWhOd7g6"
      },
      "source": [
        "## 2. BMF Video Frame Extraction Demo\n",
        "*   we can set up the BMF processing pipeline (decoding->fps extraction->jpeg encoding) and run to show a normal way of video frame extraction by BMF.\n",
        "*   and in terms of gpu acceleration that a c++ jpeg hardware encode BMF module is implemented.\n",
        "*   a gpu acceleration video frame extraction BMF graph can be set up and run."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4Q-x00orgL-S"
      },
      "source": [
        "### 2-1 Normal way of video frame extraction by BMF"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "sxrMv1I2te_I",
        "outputId": "e9894631-ffbb-475c-c758-311a1058c6b7"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Downloading...\n",
            "From: https://drive.google.com/uc?id=1l8bDSrWn6643aDhyaocVStXdoUbVC3o2\n",
            "To: /content/big_bunny_10s_30fps.mp4\n",
            "\r  0% 0.00/2.56M [00:00<?, ?B/s]\r100% 2.56M/2.56M [00:00<00:00, 232MB/s]\n"
          ]
        }
      ],
      "source": [
        "!gdown --fuzzy https://drive.google.com/file/d/1l8bDSrWn6643aDhyaocVStXdoUbVC3o2/view?usp=sharing -O big_bunny_10s_30fps.mp4\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "KLN6ThLOG9xT",
        "outputId": "ad4c31df-161d-4c6c-fa76-451db7a50f04"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "{\n",
            "    \"input_streams\": [],\n",
            "    \"output_streams\": [],\n",
            "    \"nodes\": [\n",
            "        {\n",
            "            \"module_info\": {\n",
            "                \"name\": \"c_ffmpeg_decoder\",\n",
            "                \"type\": \"\",\n",
            "                \"path\": \"\",\n",
            "                \"entry\": \"\"\n",
            "            },\n",
            "            \"meta_info\": {\n",
            "                \"premodule_id\": -1,\n",
            "                \"callback_binding\": []\n",
            "            },\n",
            "            \"option\": {\n",
            "                \"input_path\": \"/content/big_bunny_10s_30fps.mp4\"\n",
            "            },\n",
            "            \"input_streams\": [],\n",
            "            \"output_streams\": [\n",
            "                {\n",
            "                    \"identifier\": \"c_ffmpeg_decoder_0_0\",\n",
            "                    \"stream_alias\": \"\"\n",
            "                }\n",
            "            ],\n",
            "            \"input_manager\": \"immediate\",\n",
            "            \"scheduler\": 0,\n",
            "            \"alias\": \"\",\n",
            "            \"id\": 0\n",
            "        },\n",
            "        {\n",
            "            \"module_info\": {\n",
            "                \"name\": \"c_ffmpeg_filter\",\n",
            "                \"type\": \"\",\n",
            "                \"path\": \"\",\n",
            "                \"entry\": \"\"\n",
            "            },\n",
            "            \"meta_info\": {\n",
            "                \"premodule_id\": -1,\n",
            "                \"callback_binding\": []\n",
            "            },\n",
            "            \"option\": {\n",
            "                \"name\": \"fps\",\n",
            "                \"para\": \"fps=2\"\n",
            "            },\n",
            "            \"input_streams\": [\n",
            "                {\n",
            "                    \"identifier\": \"c_ffmpeg_decoder_0_0\",\n",
            "                    \"stream_alias\": \"\"\n",
            "                }\n",
            "            ],\n",
            "            \"output_streams\": [\n",
            "                {\n",
            "                    \"identifier\": \"video:c_ffmpeg_filter_1_1\",\n",
            "                    \"stream_alias\": \"\"\n",
            "                }\n",
            "            ],\n",
            "            \"input_manager\": \"immediate\",\n",
            "            \"scheduler\": 0,\n",
            "            \"alias\": \"\",\n",
            "            \"id\": 1\n",
            "        },\n",
            "        {\n",
            "            \"module_info\": {\n",
            "                \"name\": \"c_ffmpeg_encoder\",\n",
            "                \"type\": \"\",\n",
            "                \"path\": \"\",\n",
            "                \"entry\": \"\"\n",
            "            },\n",
            "            \"meta_info\": {\n",
            "                \"premodule_id\": -1,\n",
            "                \"callback_binding\": []\n",
            "            },\n",
            "            \"option\": {\n",
            "                \"output_path\": \"./simple_%03d.jpg\",\n",
            "                \"format\": \"image2\",\n",
            "                \"video_params\": {\n",
            "                    \"codec\": \"jpg\"\n",
            "                }\n",
            "            },\n",
            "            \"input_streams\": [\n",
            "                {\n",
            "                    \"identifier\": \"c_ffmpeg_filter_1_1\",\n",
            "                    \"stream_alias\": \"\"\n",
            "                }\n",
            "            ],\n",
            "            \"output_streams\": [],\n",
            "            \"input_manager\": \"immediate\",\n",
            "            \"scheduler\": 1,\n",
            "            \"alias\": \"\",\n",
            "            \"id\": 2\n",
            "        }\n",
            "    ],\n",
            "    \"option\": {\n",
            "        \"dump_graph\": 1\n",
            "    },\n",
            "    \"mode\": \"Normal\"\n",
            "}\n",
            "[2023-07-05 14:11:16.320] [info] c_ffmpeg_decoder c++ /usr/local/lib/python3.10/dist-packages/bmf/lib/libbuiltin_modules.so libbuiltin_modules.CFFDecoder\n",
            "[2023-07-05 14:11:16.320] [info] Module info c_ffmpeg_decoder c++ libbuiltin_modules.CFFDecoder /usr/local/lib/python3.10/dist-packages/bmf/lib/libbuiltin_modules.so\n",
            "[2023-07-05 14:11:16.324] [info] Constructing c++ module\n",
            "[2023-07-05 14:11:16.423] [info] c++ module constructed\n",
            "[2023-07-05 14:11:16.423] [info] c_ffmpeg_filter c++ /usr/local/lib/python3.10/dist-packages/bmf/lib/libbuiltin_modules.so libbuiltin_modules.CFFFilter\n",
            "[2023-07-05 14:11:16.423] [info] Module info c_ffmpeg_filter c++ libbuiltin_modules.CFFFilter /usr/local/lib/python3.10/dist-packages/bmf/lib/libbuiltin_modules.so\n",
            "[2023-07-05 14:11:16.423] [info] Constructing c++ module\n",
            "[2023-07-05 14:11:16.423] [info] c++ module constructed\n",
            "[2023-07-05 14:11:16.423] [info] c_ffmpeg_encoder c++ /usr/local/lib/python3.10/dist-packages/bmf/lib/libbuiltin_modules.so libbuiltin_modules.CFFEncoder\n",
            "[2023-07-05 14:11:16.423] [info] Module info c_ffmpeg_encoder c++ libbuiltin_modules.CFFEncoder /usr/local/lib/python3.10/dist-packages/bmf/lib/libbuiltin_modules.so\n",
            "[2023-07-05 14:11:16.423] [info] Constructing c++ module\n",
            "[2023-07-05 14:11:16.423] [info] c++ module constructed\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Input #0, mov,mp4,m4a,3gp,3g2,mj2, from '/content/big_bunny_10s_30fps.mp4':\n",
            "  Metadata:\n",
            "    major_brand     : isom\n",
            "    minor_version   : 512\n",
            "    compatible_brands: isomiso2avc1mp41\n",
            "    encoder         : Lavf58.76.100\n",
            "  Duration: 00:00:10.00, start: 0.000000, bitrate: 2044 kb/s\n",
            "    Stream #0:0(und): Video: h264 (High) (avc1 / 0x31637661), yuv420p, 1920x1080 [SAR 1:1 DAR 16:9], 1904 kb/s, 30 fps, 30 tbr, 15360 tbn, 60 tbc (default)\n",
            "    Metadata:\n",
            "      handler_name    : VideoHandler\n",
            "    Stream #0:1(und): Audio: aac (LC) (mp4a / 0x6134706D), 44100 Hz, stereo, fltp, 129 kb/s (default)\n",
            "    Metadata:\n",
            "      handler_name    : SoundHandler\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "[2023-07-05 14:11:16.424] [info] BMF Version: 0.0.5\n",
            "[2023-07-05 14:11:16.424] [info] BMF Commit: 98e17ef\n",
            "[2023-07-05 14:11:16.424] [info] start init graph\n",
            "[2023-07-05 14:11:16.424] [info] scheduler count2\n",
            "debug queue size, node 0, queue size: 5\n",
            "[2023-07-05 14:11:16.424] [info] node:c_ffmpeg_decoder 0 scheduler 0\n",
            "debug queue size, node 2, queue size: 5\n",
            "[2023-07-05 14:11:16.424] [info] node:c_ffmpeg_encoder 2 scheduler 1\n",
            "debug queue size, node 1, queue size: 5\n",
            "[2023-07-05 14:11:16.424] [info] Constructing c++ module\n",
            "[2023-07-05 14:11:16.424] [info] c++ module constructed\n",
            "[2023-07-05 14:11:16.424] [info] node:c_ffmpeg_filter 1 scheduler 0\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Output #0, image2, to './simple_%03d.jpg':\n",
            "  Metadata:\n",
            "    encoder         : Lavf58.29.100\n",
            "    Stream #0:0: Video: mjpeg, yuvj444p(pc), 1920x1080 [SAR 1:1 DAR 16:9], q=2-31, 2 fps, 2 tbr, 2 tbn, 2 tbc\n",
            "[swscaler @ 0x3329280] deprecated pixel format used, make sure you did set range correctly\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "[2023-07-05 14:11:19.659] [info] node id:0 decode flushing\n",
            "[2023-07-05 14:11:19.659] [info] node id:0 Process node end\n",
            "[2023-07-05 14:11:19.665] [info] node id:0 close node\n",
            "[2023-07-05 14:11:19.665] [info] node 0 close report, closed count: 1\n",
            "[2023-07-05 14:11:19.665] [info] node id:1 eof received\n",
            "[2023-07-05 14:11:19.665] [info] node id:1 eof processed, remove node from scheduler\n",
            "[2023-07-05 14:11:19.665] [info] node id:1 process eof, add node to scheduler\n",
            "[2023-07-05 14:11:19.665] [info] node id:1 Process node end\n",
            "[2023-07-05 14:11:19.666] [info] node id:1 close node\n",
            "[2023-07-05 14:11:19.666] [info] node 1 close report, closed count: 2\n",
            "[2023-07-05 14:11:19.666] [info] node id:2 eof received\n",
            "[2023-07-05 14:11:19.666] [info] node id:2 eof processed, remove node from scheduler\n",
            "[2023-07-05 14:11:19.696] [info] node id:2 process eof, add node to scheduler\n",
            "[2023-07-05 14:11:19.696] [info] node id:2 Process node end\n",
            "[2023-07-05 14:11:19.698] [info] node id:2 close node\n",
            "[2023-07-05 14:11:19.698] [info] node 2 close report, closed count: 3\n",
            "[2023-07-05 14:11:19.698] [info] schedule queue 0 start to join thread\n",
            "[2023-07-05 14:11:19.698] [info] schedule queue 0 thread quit\n",
            "[2023-07-05 14:11:19.698] [info] schedule queue 0 closed\n",
            "[2023-07-05 14:11:19.698] [info] schedule queue 1 start to join thread\n",
            "[2023-07-05 14:11:19.699] [info] schedule queue 1 thread quit\n",
            "[2023-07-05 14:11:19.699] [info] schedule queue 1 closed\n",
            "[2023-07-05 14:11:19.699] [info] all scheduling threads were joint\n"
          ]
        }
      ],
      "source": [
        "import bmf\n",
        "\n",
        "input_video_path = \"/content/big_bunny_10s_30fps.mp4\"\n",
        "output_path = \"./simple_%03d.jpg\"\n",
        "graph = bmf.graph({'dump_graph':1})\n",
        "\n",
        "video = graph.decode({\n",
        "    \"input_path\": input_video_path,\n",
        "}).fps(2)\n",
        "\n",
        "(\n",
        "    bmf.encode(\n",
        "        video['video'],\n",
        "        None,\n",
        "        {\n",
        "            \"output_path\": output_path,\n",
        "            \"format\": \"image2\",\n",
        "            \"video_params\": {\n",
        "                \"codec\": \"jpg\",\n",
        "            }\n",
        "        }\n",
        "    )\n",
        "    .run()\n",
        ")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "li9hv5UJvbkh"
      },
      "source": [
        "Show some frames were extracted from the input video:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8S_J3oBmvJ6c",
        "outputId": "6fba472c-674a-4ee4-e84e-e4794a28760c"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "/content/simple_001.jpg  /content/simple_008.jpg  /content/simple_015.jpg\n",
            "/content/simple_002.jpg  /content/simple_009.jpg  /content/simple_016.jpg\n",
            "/content/simple_003.jpg  /content/simple_010.jpg  /content/simple_017.jpg\n",
            "/content/simple_004.jpg  /content/simple_011.jpg  /content/simple_018.jpg\n",
            "/content/simple_005.jpg  /content/simple_012.jpg  /content/simple_019.jpg\n",
            "/content/simple_006.jpg  /content/simple_013.jpg  /content/simple_020.jpg\n",
            "/content/simple_007.jpg  /content/simple_014.jpg\n"
          ]
        }
      ],
      "source": [
        "!ls /content/*.jpg"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "E3mvqVqAgViw"
      },
      "source": [
        "### 2-2 Customized Hardware Accelerated Jpeg Encode BMF module\n",
        "\n",
        "#### 2-2-1 Above setion shows a normal way to extract frames, and next we can implemented a BMF module which mainly to encode frames into jpeg images by GPU."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "KRrbmFpL1im1",
        "outputId": "c04bdf27-de04-4825-d538-791144a6d2ec"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Writing /content/jpeg_encoder.cpp\n"
          ]
        }
      ],
      "source": [
        "%%writefile /content/jpeg_encoder.cpp\n",
        "\n",
        "/*\n",
        " * Copyright 2023 Babit Authors\n",
        " *\n",
        " * Licensed under the Apache License, Version 2.0 (the \"License\");\n",
        " * you may not use this file except in compliance with the License.\n",
        " * You may obtain a copy of the License at\n",
        " *\n",
        " *     http://www.apache.org/licenses/LICENSE-2.0\n",
        " *\n",
        " * Unless required by applicable law or agreed to in writing, software\n",
        " * distributed under the License is distributed on an \"AS IS\" BASIS,\n",
        " * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
        " * See the License for the specific language governing permissions and\n",
        " * limitations under the License.\n",
        " */\n",
        "\n",
        "#include <bmf/sdk/bmf_av_packet.h>\n",
        "#include <bmf/sdk/common.h>\n",
        "#include <bmf/sdk/module.h>\n",
        "#include <bmf/sdk/module_registry.h>\n",
        "#include <bmf/sdk/task.h>\n",
        "#include <bmf/sdk/video_frame.h>\n",
        "#include <bmf/sdk/ffmpeg_helper.h>\n",
        "#include <bmf/sdk/error_define.h>\n",
        "#include <bmf/sdk/convert_backend.h>\n",
        "\n",
        "/*\n",
        "extern \"C\" {\n",
        "#include <libavcodec/packet.h>\n",
        "}\n",
        "*/\n",
        "\n",
        "#include <nvjpeg.h>\n",
        "\n",
        "#include <cstdlib>\n",
        "#include <fstream>\n",
        "#include <mutex>\n",
        "#include <omp.h>\n",
        "#include <queue>\n",
        "#include <unordered_map>\n",
        "\n",
        "USE_BMF_SDK_NS\n",
        "\n",
        "#define CHECK_NVJPEG(func, errer_log, _ret, WHETHER_RET)   \\\n",
        "    do {                                                   \\\n",
        "        auto status = func;                                \\\n",
        "        if (status != NVJPEG_STATUS_SUCCESS) {             \\\n",
        "            BMFLOG_NODE(BMF_ERROR, node_id_) << errer_log; \\\n",
        "            if (WHETHER_RET)                               \\\n",
        "                return _ret;                               \\\n",
        "        }                                                  \\\n",
        "    } while (0);\n",
        "\n",
        "class jpeg_encoder : public bmf_sdk::Module {\n",
        "public:\n",
        "    jpeg_encoder(int node_id, bmf_sdk::JsonParam option) : bmf_sdk::Module(node_id, option) {\n",
        "        if (option.has_key(\"width\") && option.json_value_[\"width\"].is_number()) {\n",
        "            m_encode_w = option.json_value_[\"width\"];\n",
        "        }\n",
        "        if (option.has_key(\"height\") && option.json_value_[\"height\"].is_number()) {\n",
        "            m_encode_h = option.json_value_[\"height\"];\n",
        "        }\n",
        "        BMFLOG_NODE(BMF_INFO, node_id_) << \"encode frame size is: \"\n",
        "                                        << m_encode_w << \"x\" << m_encode_h;\n",
        "        if (option.has_key(\"quality\") && option.json_value_[\"quality\"].is_number()) {\n",
        "            m_encode_q = option.json_value_[\"quality\"];\n",
        "        }\n",
        "        BMFLOG_NODE(BMF_INFO, node_id_) << \"encode param set to \" << m_encode_q;\n",
        "    }\n",
        "\n",
        "    ~jpeg_encoder() { close(); }\n",
        "\n",
        "    virtual int init() {\n",
        "        // cudaStreamCreate(&m_stream);\n",
        "        m_stream = nullptr;\n",
        "\n",
        "        // nvjpeg\n",
        "        CHECK_NVJPEG(nvjpegCreateSimple(&m_handle),\n",
        "                     \"nvjpeg create handle error. \", -1, true);\n",
        "        CHECK_NVJPEG(nvjpegEncoderParamsCreate(m_handle, &m_enc_param, m_stream),\n",
        "                     \"nvjpeg create enc param error. \", -1, true);\n",
        "        CHECK_NVJPEG(nvjpegEncoderStateCreate(m_handle, &m_enc_state, m_stream),\n",
        "                     \"nvjpeg create jpeg enc state error. \", -1, true);\n",
        "\n",
        "        // set param\n",
        "        CHECK_NVJPEG(nvjpegEncoderParamsSetQuality(m_enc_param, m_encode_q, m_stream),\n",
        "                     \"nvjpeg set enc quality error. \", -1, true);\n",
        "        auto status = nvjpegEncoderParamsSetEncoding(m_enc_param,\n",
        "                                                     NVJPEG_ENCODING_BASELINE_DCT,\n",
        "                                                     m_stream);\n",
        "        status = nvjpegEncoderParamsSetOptimizedHuffman(m_enc_param, 2, m_stream);\n",
        "        status = nvjpegEncoderParamsSetSamplingFactors(m_enc_param, NVJPEG_CSS_420, m_stream);\n",
        "\n",
        "        return 0;\n",
        "    }\n",
        "\n",
        "    virtual int close() {\n",
        "        if (m_enc_param) {\n",
        "            nvjpegEncoderParamsDestroy(m_enc_param);\n",
        "            m_enc_param = nullptr;\n",
        "        }\n",
        "        if (m_enc_state) {\n",
        "            nvjpegEncoderStateDestroy(m_enc_state);\n",
        "            m_enc_state = nullptr;\n",
        "        }\n",
        "        if (m_handle) {\n",
        "            CHECK_NVJPEG(nvjpegDestroy(m_handle),\n",
        "                         \"nvjpeg handle destroy error. \", -1, true);\n",
        "            m_handle = nullptr;\n",
        "        }\n",
        "        if (m_stream) {\n",
        "            cudaStreamDestroy(m_stream);\n",
        "            m_stream = nullptr;\n",
        "        }\n",
        "        BMFLOG_NODE(BMF_INFO, node_id_) << \"encode \" << m_frame_count << \" frames.\";\n",
        "        return 0;\n",
        "    }\n",
        "\n",
        "    virtual int process(bmf_sdk::Task &task) {\n",
        "        auto input = task.get_inputs();\n",
        "        int label = input.begin()->first;\n",
        "        for (auto it = input.begin(); it != input.end(); it++) {\n",
        "            label = it->first;\n",
        "            bmf_sdk::Packet pkt;\n",
        "            while (task.pop_packet_from_input_queue(label, pkt)) {\n",
        "                if (pkt.timestamp() == bmf_sdk::Timestamp::BMF_EOF) {\n",
        "                    task.fill_output_packet(label, bmf_sdk::Packet::generate_eof_packet());\n",
        "                    task.set_timestamp(bmf_sdk::Timestamp::DONE);\n",
        "                    return 0;\n",
        "                }\n",
        "                auto start = std::chrono::steady_clock::now();\n",
        "\n",
        "                auto vf = pkt.get<VideoFrame>();\n",
        "                auto width = vf.width();\n",
        "                auto height = vf.height();\n",
        "                // FIX auto planes = frame.get_planes();\n",
        "\n",
        "                auto format = vf.frame().format();\n",
        "                // start encoding\n",
        "                nvjpegImage_t image = {0};\n",
        "                if (vf.device() == kCUDA) {\n",
        "                    if (2 != vf.frame().nplanes()) {\n",
        "                        BMFLOG_NODE(BMF_INFO, node_id_) << \"input video frame error. must be nv12 format has 2 planes. this has \"\n",
        "                                                        << vf.frame().nplanes() << \" planes.\";\n",
        "                    }\n",
        "\n",
        "                    MediaDesc dp{};\n",
        "                    dp.pixel_format(hmp::PF_YUV420P);\n",
        "                    vf_rfmt = bmf_convert(vf, MediaDesc{}, dp);\n",
        "                    vf_final_p = &vf_rfmt;\n",
        "\n",
        "                    vf_final_p = &vf_yuv_from_rgb;\n",
        "                } else {\n",
        "                    BMFLOG_NODE(BMF_INFO, node_id_) << \"frame comes from cpu decoder.\";\n",
        "                    if (format != hmp::PF_YUV420P) {\n",
        "                        vf_rfmt = ffmpeg::reformat(vf, \"yuv420p\");\n",
        "                        BMFLOG_NODE(BMF_INFO, node_id_) << \"encode: frame pixel format to yuv420p.\";\n",
        "                        vf_final_p = &vf_rfmt;\n",
        "                    } else {\n",
        "                        vf_final_p = &vf;\n",
        "                    }\n",
        "\n",
        "                }\n",
        "\n",
        "                if (m_encode_w && m_encode_h) {\n",
        "                    if (!vf_resize)\n",
        "                        vf_resize = VideoFrame::make(m_encode_w, m_encode_h, H420, kCUDA);\n",
        "                    TensorList tl_resize = vf_resize.frame().data();\n",
        "                    vf_cuda = vf_final_p->cuda();\n",
        "                    hmp::img::yuv_resize(tl_resize, vf_cuda.frame().data(), H420);\n",
        "\n",
        "                    vf_final_p = &vf_resize;\n",
        "                    width = m_encode_w;\n",
        "                    height = m_encode_h;\n",
        "                }\n",
        "                image.channel[0] = vf_final_p->frame().plane(0).data<uint8_t>();\n",
        "                image.channel[1] = vf_final_p->frame().plane(1).data<uint8_t>();\n",
        "                image.channel[2] = vf_final_p->frame().plane(2).data<uint8_t>();\n",
        "                image.pitch[0] = vf_final_p->frame().plane(0).stride(0);\n",
        "                image.pitch[1] = vf_final_p->frame().plane(1).stride(0);\n",
        "                image.pitch[2] = vf_final_p->frame().plane(2).stride(0);\n",
        "\n",
        "                size_t length = 0;\n",
        "                CHECK_NVJPEG(nvjpegEncodeYUV(m_handle, m_enc_state, m_enc_param,\n",
        "                                             &image, NVJPEG_CSS_420, width, height, m_stream),\n",
        "                             \"nvjpeg encode error. \", -1, true);\n",
        "                CHECK_NVJPEG(nvjpegEncodeRetrieveBitstream(m_handle, m_enc_state, nullptr, &length, m_stream),\n",
        "                             \"nvjpeg get bit stream data error. \", -1, true);\n",
        "                cudaStreamSynchronize(m_stream);\n",
        "\n",
        "                // init output\n",
        "                auto bmf_avpkt = BMFAVPacket(length);\n",
        "                auto data = bmf_avpkt.data_ptr();\n",
        "                CHECK_NVJPEG(nvjpegEncodeRetrieveBitstream(m_handle, m_enc_state, (uint8_t *) data, &length, m_stream),\n",
        "                             \"nvjpeg get bit stream data error. \", -1, true);\n",
        "                cudaStreamSynchronize(m_stream);\n",
        "\n",
        "                auto packet = Packet(bmf_avpkt);\n",
        "                packet.set_timestamp(vf_final_p->pts());\n",
        "\n",
        "                task.fill_output_packet(label, packet);\n",
        "\n",
        "                auto end = std::chrono::steady_clock::now();\n",
        "                auto duration = std::chrono::duration_cast<std::chrono::microseconds>(end - start).count();\n",
        "                BMFLOG_NODE(BMF_INFO, node_id_)  << \"encode jpeg \" << width << \"x\"\n",
        "                                                 << height << \" to \" << length << \" bytes. using \"\n",
        "                                                 << ((float) duration) * 0.001f << \" ms\";\n",
        "                m_frame_count++;\n",
        "            }\n",
        "        }\n",
        "        return 0;\n",
        "    }\n",
        "\n",
        "private:\n",
        "    nvjpegHandle_t m_handle = nullptr;\n",
        "    nvjpegEncoderParams_t m_enc_param = nullptr;\n",
        "    nvjpegEncoderState_t m_enc_state = nullptr;\n",
        "\n",
        "    cudaStream_t m_stream = nullptr;\n",
        "\n",
        "    VideoFrame vf_rgb;\n",
        "    VideoFrame vf_yuv_from_rgb;\n",
        "    VideoFrame vf_resize;\n",
        "    VideoFrame vf_rfmt;\n",
        "    VideoFrame vf_cuda;\n",
        "    VideoFrame* vf_final_p;\n",
        "    int32_t m_encode_w = 0;\n",
        "    int32_t m_encode_h = 0;\n",
        "    int32_t m_encode_q = 99;\n",
        "    int32_t m_frame_count = 0;\n",
        "\n",
        "    PixelInfo NV12 = PixelInfo(hmp::PF_NV12, hmp::CS_BT470BG);\n",
        "    PixelInfo H420 = PixelInfo(hmp::PF_YUV420P, hmp::CS_BT709);\n",
        "    PixelInfo RGB = PixelInfo(hmp::PF_RGB24, hmp::CS_BT709);\n",
        "};\n",
        "\n",
        "REGISTER_MODULE_CLASS(jpeg_encoder)\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HTg_Y8Hbzwph"
      },
      "source": [
        "\n",
        "A cmake file is needed in order to compile the module.\n",
        "Make sure to set the path of BMF libs, headers and FFmpeg's in the cmake file as bellow:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FP17MTp8z155",
        "outputId": "92401319-5f88-4ee8-e92b-2874cfc6509b"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Writing /content/CMakeLists.txt\n"
          ]
        }
      ],
      "source": [
        "%%writefile /content/CMakeLists.txt\n",
        "\n",
        "cmake_minimum_required(VERSION 3.12)\n",
        "project(jpeg_encoder)\n",
        "# language setting\n",
        "# CXX\n",
        "set(CMAKE_CXX_STANDARD 17)\n",
        "set(CMAKE_CXX_FLAGS \"-Wno-deprecated-declarations\")\n",
        "set(CMAKE_INSTALL_PREFIX ${PROJECT_SOURCE_DIR})\n",
        "\n",
        "# You may need this option on the version of BabitMF below 0.0.9, because the base image BMF uses for release is updated from Centos7 to AlmaLinux8\n",
        "#add_definitions(-D_GLIBCXX_USE_CXX11_ABI=0)\n",
        "\n",
        "if (NOT DEFINED CUDA_ROOT)\n",
        "    set(CUDA_ROOT /usr/local/cuda)\n",
        "endif()\n",
        "set(CUDA_INCLUDE_DIR ${CUDA_ROOT}/include)\n",
        "set(CUDA_LIBRARY_DIR ${CUDA_ROOT}/lib64)\n",
        "message(STATUS \"detect cuda root: \" ${CUDA_INCLUDE_DIR})\n",
        "\n",
        "SET(MODULE_SRCS ${PROJECT_SOURCE_DIR}/jpeg_encoder.cpp)\n",
        "\n",
        "add_library(${PROJECT_NAME} SHARED ${MODULE_SRCS})\n",
        "\n",
        "set(BMF_DIR \"/usr/local/lib/python3.10/dist-packages/bmf/\")\n",
        "\n",
        "target_include_directories(${PROJECT_NAME} PRIVATE ${BMF_DIR}/include\n",
        "                           ${CUDA_INCLUDE_DIR}\n",
        "                           /usr/local/include /usr/include/x86_64-linux-gnu/)\n",
        "target_link_libraries(${PROJECT_NAME} PRIVATE nvjpeg cudart\n",
        "                      bmf_module_sdk)\n",
        "target_link_directories(${PROJECT_NAME} PRIVATE ${BMF_DIR}/lib\n",
        "                        ${CUDA_LIBRARY_DIR} /usr/lib/x86_64-linux-gnu/)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BTgOXaVS86sO"
      },
      "source": [
        "#### 2-2-2 About FFmpeg environment\n",
        "Since the environment of colab didn't have libavfilter headers of FFmpeg, a extra install is needed :)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Wg3GjOpY7sKB",
        "outputId": "401b29c0-35d7-4890-fc42-5d0af105410a"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "libavutil-dev is already the newest version (7:4.2.7-0ubuntu0.1).\n",
            "libavutil-dev set to manually installed.\n",
            "The following NEW packages will be installed:\n",
            "  libavfilter-dev libpostproc-dev\n",
            "0 upgraded, 2 newly installed, 0 to remove and 15 not upgraded.\n",
            "Need to get 1,319 kB of archives.\n",
            "After this operation, 6,411 kB of additional disk space will be used.\n",
            "Get:1 http://archive.ubuntu.com/ubuntu focal-updates/universe amd64 libpostproc-dev amd64 7:4.2.7-0ubuntu0.1 [55.3 kB]\n",
            "Get:2 http://archive.ubuntu.com/ubuntu focal-updates/universe amd64 libavfilter-dev amd64 7:4.2.7-0ubuntu0.1 [1,264 kB]\n",
            "Fetched 1,319 kB in 1s (1,578 kB/s)\n",
            "Selecting previously unselected package libpostproc-dev:amd64.\n",
            "(Reading database ... 123109 files and directories currently installed.)\n",
            "Preparing to unpack .../libpostproc-dev_7%3a4.2.7-0ubuntu0.1_amd64.deb ...\n",
            "Unpacking libpostproc-dev:amd64 (7:4.2.7-0ubuntu0.1) ...\n",
            "Selecting previously unselected package libavfilter-dev:amd64.\n",
            "Preparing to unpack .../libavfilter-dev_7%3a4.2.7-0ubuntu0.1_amd64.deb ...\n",
            "Unpacking libavfilter-dev:amd64 (7:4.2.7-0ubuntu0.1) ...\n",
            "Setting up libpostproc-dev:amd64 (7:4.2.7-0ubuntu0.1) ...\n",
            "Setting up libavfilter-dev:amd64 (7:4.2.7-0ubuntu0.1) ...\n"
          ]
        }
      ],
      "source": [
        "!apt install libavfilter-dev libavutil-dev"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MKberjwesDBE"
      },
      "source": [
        "And here we need to add a line in the header of FFmpeg 4.2 which not include a define for AV_CUDA_USE_PRIMARY_CONTEXT. In another way, user can install FFmpeg 4.4+ to solve the problem."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "a1pDcu9CqRAN",
        "outputId": "1f48de5e-d395-40a5-e3d1-8a39774d35d3"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Overwriting /usr/include/x86_64-linux-gnu/libavutil/hwcontext_cuda.h\n"
          ]
        }
      ],
      "source": [
        "%%writefile /usr/include/x86_64-linux-gnu/libavutil/hwcontext_cuda.h\n",
        "\n",
        "/*\n",
        " * This file is part of FFmpeg.\n",
        " *\n",
        " * FFmpeg is free software; you can redistribute it and/or\n",
        " * modify it under the terms of the GNU Lesser General Public\n",
        " * License as published by the Free Software Foundation; either\n",
        " * version 2.1 of the License, or (at your option) any later version.\n",
        " *\n",
        " * FFmpeg is distributed in the hope that it will be useful,\n",
        " * but WITHOUT ANY WARRANTY; without even the implied warranty of\n",
        " * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU\n",
        " * Lesser General Public License for more details.\n",
        " *\n",
        " * You should have received a copy of the GNU Lesser General Public\n",
        " * License along with FFmpeg; if not, write to the Free Software\n",
        " * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301 USA\n",
        " */\n",
        "\n",
        "\n",
        "#ifndef AVUTIL_HWCONTEXT_CUDA_H\n",
        "#define AVUTIL_HWCONTEXT_CUDA_H\n",
        "\n",
        "#ifndef CUDA_VERSION\n",
        "#include <cuda.h>\n",
        "#endif\n",
        "\n",
        "#include \"pixfmt.h\"\n",
        "\n",
        "/**\n",
        " * @file\n",
        " * An API-specific header for AV_HWDEVICE_TYPE_CUDA.\n",
        " *\n",
        " * This API supports dynamic frame pools. AVHWFramesContext.pool must return\n",
        " * AVBufferRefs whose data pointer is a CUdeviceptr.\n",
        " */\n",
        "\n",
        "typedef struct AVCUDADeviceContextInternal AVCUDADeviceContextInternal;\n",
        "\n",
        "/**\n",
        " * This struct is allocated as AVHWDeviceContext.hwctx\n",
        " */\n",
        "typedef struct AVCUDADeviceContext {\n",
        "    CUcontext cuda_ctx;\n",
        "    CUstream stream;\n",
        "    AVCUDADeviceContextInternal *internal;\n",
        "} AVCUDADeviceContext;\n",
        "\n",
        "/**\n",
        " * AVHWFramesContext.hwctx is currently not used\n",
        " */\n",
        "\n",
        "#define AV_CUDA_USE_PRIMARY_CONTEXT (1 << 0)\n",
        "\n",
        "#endif /* AVUTIL_HWCONTEXT_CUDA_H */\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Veiwyj2Us_lY"
      },
      "source": [
        "#### 2-2-3 Compile the module and run a gpu accelerated graph"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VjX_84Sm0ziZ",
        "outputId": "fd44aa93-2a57-4105-fa99-aa6672c90063"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "make: *** No rule to make target 'clean'.  Stop.\n",
            "-- The C compiler identification is GNU 9.4.0\n",
            "-- The CXX compiler identification is GNU 9.4.0\n",
            "-- Detecting C compiler ABI info\n",
            "-- Detecting C compiler ABI info - done\n",
            "-- Check for working C compiler: /usr/bin/cc - skipped\n",
            "-- Detecting C compile features\n",
            "-- Detecting C compile features - done\n",
            "-- Detecting CXX compiler ABI info\n",
            "-- Detecting CXX compiler ABI info - done\n",
            "-- Check for working CXX compiler: /usr/bin/c++ - skipped\n",
            "-- Detecting CXX compile features\n",
            "-- Detecting CXX compile features - done\n",
            "-- detect cuda root: /usr/local/cuda/include\n",
            "-- Configuring done\n",
            "-- Generating done\n",
            "-- Build files have been written to: /content\n",
            "[ 50%] \u001b[32mBuilding CXX object CMakeFiles/jpeg_encoder.dir/jpeg_encoder.cpp.o\u001b[0m\n",
            "[100%] \u001b[32m\u001b[1mLinking CXX shared library libjpeg_encoder.so\u001b[0m\n",
            "[100%] Built target jpeg_encoder\n"
          ]
        }
      ],
      "source": [
        "!make clean\n",
        "!cmake .\n",
        "!make\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ujE_4ASp9Y__"
      },
      "source": [
        "Cool! By now we already have a customer C++ module for hardware jpeg encode, and we can also create a simple Python module to write the image data coming from the jpeg encoder into files:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "i9w9ns_D27mU",
        "outputId": "5f4e3f01-e41b-4abd-bb43-45aeb227af3d"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Writing file_io.py\n"
          ]
        }
      ],
      "source": [
        "%%writefile file_io.py\n",
        "\n",
        "from bmf import Module, Log, LogLevel, InputType, ProcessResult, Packet, Timestamp, scale_av_pts, av_time_base, \\\n",
        "    BmfCallBackType\n",
        "\n",
        "import bmf\n",
        "\n",
        "\n",
        "class file_io(Module):\n",
        "    def __init__(self, node, option=None):\n",
        "        self.node_ = node\n",
        "        self.save_dir_ = option[\"save_dir\"]\n",
        "        self.index = 0\n",
        "\n",
        "    def process(self, task):\n",
        "        input_queue = task.get_inputs()[0]\n",
        "\n",
        "        while not input_queue.empty():\n",
        "            pkt = input_queue.get()\n",
        "            if pkt.get_timestamp() == Timestamp.EOF:\n",
        "                task.set_timestamp(Timestamp.DONE)\n",
        "            # TODO: add upload code here\n",
        "            else:\n",
        "                # print(\"upload get data\")\n",
        "                number_str = '{:05d}'.format(self.index)\n",
        "                save_path = self.save_dir_+ \"/\" + number_str + \".jpg\"\n",
        "                print(save_path)\n",
        "                avpacket = pkt.get(bmf.BMFAVPacket)\n",
        "                data = avpacket.data.numpy()\n",
        "                self.index = self.index+1\n",
        "                with open(save_path, \"wb\") as fid:\n",
        "                    fid.write(data)\n",
        "\n",
        "        return ProcessResult.OK\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kQP7pD9jBo0i"
      },
      "source": [
        "Test whether the GPU is available:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YzAwyNvpPbYJ",
        "outputId": "91875c0f-c899-4448-ff43-5075b699fbec"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "GPU is available!\n"
          ]
        }
      ],
      "source": [
        "import torch\n",
        "\n",
        "if torch.cuda.is_available():\n",
        "    print('GPU is available!')\n",
        "else:\n",
        "    print('GPU is not available!')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ID7ScUgbPpQx",
        "outputId": "12b485b1-8cb8-4cf7-8733-aa0725d8ef09"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "nvcc: NVIDIA (R) Cuda compiler driver\n",
            "Copyright (c) 2005-2022 NVIDIA Corporation\n",
            "Built on Wed_Sep_21_10:33:58_PDT_2022\n",
            "Cuda compilation tools, release 11.8, V11.8.89\n",
            "Build cuda_11.8.r11.8/compiler.31833905_0\n"
          ]
        }
      ],
      "source": [
        "!nvcc -V"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bJKYsKde_lBA"
      },
      "source": [
        "Everything is OK now, and the final graph to run the hardware accelerated video frame extration is ready:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8tL47LOt_0WP",
        "outputId": "572b4375-d5cc-4b49-9336-89c2cfbd7751"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "{\n",
            "    \"input_streams\": [],\n",
            "    \"output_streams\": [],\n",
            "    \"nodes\": [\n",
            "        {\n",
            "            \"module_info\": {\n",
            "                \"name\": \"c_ffmpeg_decoder\",\n",
            "                \"type\": \"\",\n",
            "                \"path\": \"\",\n",
            "                \"entry\": \"\"\n",
            "            },\n",
            "            \"meta_info\": {\n",
            "                \"premodule_id\": -1,\n",
            "                \"callback_binding\": []\n",
            "            },\n",
            "            \"option\": {\n",
            "                \"input_path\": \"/content/big_bunny_10s_30fps.mp4\",\n",
            "                \"video_params\": {}\n",
            "            },\n",
            "            \"input_streams\": [],\n",
            "            \"output_streams\": [\n",
            "                {\n",
            "                    \"identifier\": \"video:c_ffmpeg_decoder_3_1\",\n",
            "                    \"stream_alias\": \"\"\n",
            "                }\n",
            "            ],\n",
            "            \"input_manager\": \"immediate\",\n",
            "            \"scheduler\": 0,\n",
            "            \"alias\": \"\",\n",
            "            \"id\": 3\n",
            "        },\n",
            "        {\n",
            "            \"module_info\": {\n",
            "                \"name\": \"c_ffmpeg_filter\",\n",
            "                \"type\": \"\",\n",
            "                \"path\": \"\",\n",
            "                \"entry\": \"\"\n",
            "            },\n",
            "            \"meta_info\": {\n",
            "                \"premodule_id\": -1,\n",
            "                \"callback_binding\": []\n",
            "            },\n",
            "            \"option\": {\n",
            "                \"name\": \"fps\",\n",
            "                \"para\": \"fps=1\"\n",
            "            },\n",
            "            \"input_streams\": [\n",
            "                {\n",
            "                    \"identifier\": \"c_ffmpeg_decoder_3_1\",\n",
            "                    \"stream_alias\": \"\"\n",
            "                }\n",
            "            ],\n",
            "            \"output_streams\": [\n",
            "                {\n",
            "                    \"identifier\": \"c_ffmpeg_filter_4_0\",\n",
            "                    \"stream_alias\": \"\"\n",
            "                }\n",
            "            ],\n",
            "            \"input_manager\": \"immediate\",\n",
            "            \"scheduler\": 0,\n",
            "            \"alias\": \"\",\n",
            "            \"id\": 4\n",
            "        },\n",
            "        {\n",
            "            \"module_info\": {\n",
            "                \"name\": \"jpeg_encoder\",\n",
            "                \"type\": \"c++\",\n",
            "                \"path\": \"./libjpeg_encoder.so\",\n",
            "                \"entry\": \"jpeg_encoder:jpeg_encoder\"\n",
            "            },\n",
            "            \"meta_info\": {\n",
            "                \"premodule_id\": -1,\n",
            "                \"callback_binding\": []\n",
            "            },\n",
            "            \"option\": {\n",
            "                \"width\": 640,\n",
            "                \"height\": 360\n",
            "            },\n",
            "            \"input_streams\": [\n",
            "                {\n",
            "                    \"identifier\": \"c_ffmpeg_filter_4_0\",\n",
            "                    \"stream_alias\": \"\"\n",
            "                }\n",
            "            ],\n",
            "            \"output_streams\": [\n",
            "                {\n",
            "                    \"identifier\": \"jpeg_encoder_5_0\",\n",
            "                    \"stream_alias\": \"\"\n",
            "                }\n",
            "            ],\n",
            "            \"input_manager\": \"immediate\",\n",
            "            \"scheduler\": 0,\n",
            "            \"alias\": \"\",\n",
            "            \"id\": 5\n",
            "        },\n",
            "        {\n",
            "            \"module_info\": {\n",
            "                \"name\": \"file_io\",\n",
            "                \"type\": \"\",\n",
            "                \"path\": \"\",\n",
            "                \"entry\": \"\"\n",
            "            },\n",
            "            \"meta_info\": {\n",
            "                \"premodule_id\": -1,\n",
            "                \"callback_binding\": []\n",
            "            },\n",
            "            \"option\": {\n",
            "                \"save_dir\": \"./\"\n",
            "            },\n",
            "            \"input_streams\": [\n",
            "                {\n",
            "                    \"identifier\": \"jpeg_encoder_5_0\",\n",
            "                    \"stream_alias\": \"\"\n",
            "                }\n",
            "            ],\n",
            "            \"output_streams\": [],\n",
            "            \"input_manager\": \"immediate\",\n",
            "            \"scheduler\": 0,\n",
            "            \"alias\": \"\",\n",
            "            \"id\": 6\n",
            "        }\n",
            "    ],\n",
            "    \"option\": {\n",
            "        \"dump_graph\": 1\n",
            "    },\n",
            "    \"mode\": \"Normal\"\n",
            "}\n",
            "[2023-07-05 14:11:35.096] [info] Constructing c++ module\n",
            "[2023-07-05 14:11:35.109] [info] c++ module constructed\n",
            "[2023-07-05 14:11:35.109] [info] Constructing c++ module\n",
            "[2023-07-05 14:11:35.109] [info] c++ module constructed\n"
          ]
        },
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "Input #0, mov,mp4,m4a,3gp,3g2,mj2, from '/content/big_bunny_10s_30fps.mp4':\n",
            "  Metadata:\n",
            "    major_brand     : isom\n",
            "    minor_version   : 512\n",
            "    compatible_brands: isomiso2avc1mp41\n",
            "    encoder         : Lavf58.76.100\n",
            "  Duration: 00:00:10.00, start: 0.000000, bitrate: 2044 kb/s\n",
            "    Stream #0:0(und): Video: h264 (High) (avc1 / 0x31637661), yuv420p, 1920x1080 [SAR 1:1 DAR 16:9], 1904 kb/s, 30 fps, 30 tbr, 15360 tbn, 60 tbc (default)\n",
            "    Metadata:\n",
            "      handler_name    : VideoHandler\n",
            "    Stream #0:1(und): Audio: aac (LC) (mp4a / 0x6134706D), 44100 Hz, stereo, fltp, 129 kb/s (default)\n",
            "    Metadata:\n",
            "      handler_name    : SoundHandler\n"
          ]
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "[2023-07-05 14:11:35.110] [info] Module info jpeg_encoder c++ jpeg_encoder:jpeg_encoder ./libjpeg_encoder.so\n",
            "[2023-07-05 14:11:35.128] [info] Constructing c++ module\n",
            "[2023-07-05 14:11:35.128] [info] node id:5 encode frame size is: 640x360\n",
            "[2023-07-05 14:11:35.128] [info] node id:5 encode param set to 99\n",
            "[2023-07-05 14:11:35.128] [info] c++ module constructed\n",
            "[2023-07-05 14:11:35.128] [info] Module info file_io python file_io.file_io /content\n",
            "[2023-07-05 14:11:35.137] [info] BMF Version: 0.0.5\n",
            "[2023-07-05 14:11:35.137] [info] BMF Commit: 98e17ef\n",
            "[2023-07-05 14:11:35.137] [info] start init graph\n",
            "[2023-07-05 14:11:35.138] [info] scheduler count2\n",
            "debug queue size, node 3, queue size: 5\n",
            "[2023-07-05 14:11:35.138] [info] node:c_ffmpeg_decoder 3 scheduler 0\n",
            "debug queue size, node 5, queue size: 5\n",
            "[2023-07-05 14:11:35.303] [info] node:jpeg_encoder 5 scheduler 0\n",
            "debug queue size, node 6, queue size: 5\n",
            "[2023-07-05 14:11:35.304] [info] node:file_io 6 scheduler 0\n",
            "debug queue size, node 4, queue size: 5\n",
            "[2023-07-05 14:11:35.304] [info] Constructing c++ module\n",
            "[2023-07-05 14:11:35.304] [info] c++ module constructed\n",
            "[2023-07-05 14:11:35.304] [info] node:c_ffmpeg_filter 4 scheduler 0\n",
            "[2023-07-05 14:11:35.385] [info] node id:5 frame comes from cpu decoder.\n",
            "[2023-07-05 14:11:39.935] [info] node id:5 encode jpeg 640x360 to 37683 bytes. using 4550.317383 ms\n",
            ".//00000.jpg\n",
            "[2023-07-05 14:11:40.034] [info] node id:5 frame comes from cpu decoder.\n",
            "[2023-07-05 14:11:40.041] [info] node id:5 encode jpeg 640x360 to 37714 bytes. using 7.234000 ms\n",
            ".//00001.jpg\n",
            "[2023-07-05 14:11:40.144] [info] node id:5 frame comes from cpu decoder.\n",
            ".//00002.jpg\n",
            "[2023-07-05 14:11:40.151] [info] node id:5 encode jpeg 640x360 to 37477 bytes. using 7.499001 ms\n",
            "[2023-07-05 14:11:40.244] [info] node id:5 frame comes from cpu decoder.\n",
            "[2023-07-05 14:11:40.246] [info] node id:5 encode jpeg 640x360 to 37603 bytes. using 2.153000 ms\n",
            ".//00003.jpg\n",
            "[2023-07-05 14:11:40.367] [info] node id:5 frame comes from cpu decoder.\n",
            "[2023-07-05 14:11:40.369] [info] node id:5 encode jpeg 640x360 to 15027 bytes. using 2.238000 ms\n",
            ".//00004.jpg\n",
            "[2023-07-05 14:11:40.513] [info] node id:5 frame comes from cpu decoder.\n",
            "[2023-07-05 14:11:40.520] [info] node id:5 encode jpeg 640x360 to 58051 bytes. using 7.506001 ms\n",
            ".//00005.jpg\n",
            "[2023-07-05 14:11:40.671] [info] node id:5 frame comes from cpu decoder.\n",
            ".//00006.jpg\n",
            "[2023-07-05 14:11:40.674] [info] node id:5 encode jpeg 640x360 to 59333 bytes. using 2.175000 ms\n",
            "[2023-07-05 14:11:40.866] [info] node id:5 frame comes from cpu decoder.\n",
            ".//00007.jpg\n",
            "[2023-07-05 14:11:40.868] [info] node id:5 encode jpeg 640x360 to 65861 bytes. using 1.974000 ms\n",
            "[2023-07-05 14:11:41.072] [info] node id:5 frame comes from cpu decoder.\n",
            ".//00008.jpg\n",
            "[2023-07-05 14:11:41.074] [info] node id:5 encode jpeg 640x360 to 79010 bytes. using 1.953000 ms\n",
            "[2023-07-05 14:11:41.278] [info] node id:5 frame comes from cpu decoder.\n",
            ".//00009.jpg\n",
            "[2023-07-05 14:11:41.285] [info] node id:5 encode jpeg 640x360 to 101736 bytes. using 6.871000 ms\n",
            "[2023-07-05 14:11:41.346] [info] node id:3 decode flushing\n",
            "[2023-07-05 14:11:41.346] [info] node id:3 Process node end\n",
            "[2023-07-05 14:11:41.347] [info] node id:3 close node\n",
            "[2023-07-05 14:11:41.347] [info] node 3 close report, closed count: 1\n",
            "[2023-07-05 14:11:41.347] [info] node id:4 eof received\n",
            "[2023-07-05 14:11:41.347] [info] node id:4 eof processed, remove node from scheduler\n",
            "[2023-07-05 14:11:41.347] [info] node id:4 process eof, add node to scheduler\n",
            "[2023-07-05 14:11:41.347] [info] node id:4 Process node end\n",
            "[2023-07-05 14:11:41.347] [info] node id:4 close node\n",
            "[2023-07-05 14:11:41.347] [info] node 4 close report, closed count: 2\n",
            "[2023-07-05 14:11:41.347] [info] node id:5 eof received\n",
            "[2023-07-05 14:11:41.347] [info] node id:5 eof processed, remove node from scheduler\n",
            "[2023-07-05 14:11:41.347] [info] node id:5 process eof, add node to scheduler\n",
            "[2023-07-05 14:11:41.347] [info] node id:5 Process node end\n",
            "process time: 6.257756471633911\n",
            "[2023-07-05 14:11:41.349] [info] node id:5 encode 10 frames.\n",
            "[2023-07-05 14:11:41.349] [info] node id:5 close node\n",
            "[2023-07-05 14:11:41.349] [info] node 5 close report, closed count: 3\n",
            "[2023-07-05 14:11:41.349] [info] node id:6 eof received\n",
            "[2023-07-05 14:11:41.349] [info] node id:6 eof processed, remove node from scheduler\n",
            "[2023-07-05 14:11:41.349] [info] node id:6 process eof, add node to scheduler\n",
            "[2023-07-05 14:11:41.351] [info] node id:6 Process node end\n",
            "[2023-07-05 14:11:41.351] [info] node id:6 close node\n",
            "[2023-07-05 14:11:41.351] [info] node 6 close report, closed count: 4\n",
            "[2023-07-05 14:11:41.351] [info] schedule queue 0 start to join thread\n",
            "[2023-07-05 14:11:41.351] [info] schedule queue 0 thread quit\n",
            "[2023-07-05 14:11:41.351] [info] schedule queue 0 closed\n",
            "[2023-07-05 14:11:41.351] [info] schedule queue 1 start to join thread\n",
            "[2023-07-05 14:11:41.351] [info] schedule queue 1 thread quit\n",
            "[2023-07-05 14:11:41.351] [info] schedule queue 1 closed\n",
            "[2023-07-05 14:11:41.351] [info] all scheduling threads were joint\n"
          ]
        }
      ],
      "source": [
        "import bmf\n",
        "import time\n",
        "from bmf.builder.ff_filter import decode\n",
        "\n",
        "def extract_frame_test():\n",
        "    graph = bmf.graph({'dump_graph':1})\n",
        "    video = graph.decode({\n",
        "        \"input_path\": \"/content/big_bunny_10s_30fps.mp4\",\n",
        "        \"video_params\": {\n",
        "         #   \"hwaccel\": \"cuda\", #using GPU of NV to decode\n",
        "         #   \"hwaccel_output_format\": \"cuda\",\n",
        "        }\n",
        "        })[\"video\"]\n",
        "    fps = 1\n",
        "    #fps_video = video.fps(fps).c_module(\"c_ffmpeg_filter\", option={'name':'scale_npp', 'para':'w=640:h=360'})\n",
        "    #fps_video = video.c_module(\"c_ffmpeg_filter\", option={'name':'scale_npp', 'para':'w=640:h=360'})\n",
        "    module_path = './libjpeg_encoder.so'\n",
        "    module_entry = 'jpeg_encoder:jpeg_encoder'\n",
        "    encoder = video.fps(fps).c_module(\"jpeg_encoder\", module_path, module_entry, option={\"width\": 640, \"height\": 360})\n",
        "    encoder.module(\"file_io\",option={\"save_dir\":\"./\"}).run()\n",
        "\n",
        "if __name__ == \"__main__\":\n",
        "    start_time = time.time()\n",
        "    extract_frame_test()\n",
        "    end_time = time.time()\n",
        "    print(\"process time:\",end_time-start_time)\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gZqPuRsMrLnC"
      },
      "source": [
        "Then we can get the GPU encoded jpeg images with names 00000.jpg - 00009.jpg, and previous CPU encoded jpeg images with names simple*.jpg:"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_JWisAhfrECD",
        "outputId": "e4007cd2-7b3f-425c-c168-7a49b9e05206"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "/content/00000.jpg  /content/simple_001.jpg  /content/simple_011.jpg\n",
            "/content/00001.jpg  /content/simple_002.jpg  /content/simple_012.jpg\n",
            "/content/00002.jpg  /content/simple_003.jpg  /content/simple_013.jpg\n",
            "/content/00003.jpg  /content/simple_004.jpg  /content/simple_014.jpg\n",
            "/content/00004.jpg  /content/simple_005.jpg  /content/simple_015.jpg\n",
            "/content/00005.jpg  /content/simple_006.jpg  /content/simple_016.jpg\n",
            "/content/00006.jpg  /content/simple_007.jpg  /content/simple_017.jpg\n",
            "/content/00007.jpg  /content/simple_008.jpg  /content/simple_018.jpg\n",
            "/content/00008.jpg  /content/simple_009.jpg  /content/simple_019.jpg\n",
            "/content/00009.jpg  /content/simple_010.jpg  /content/simple_020.jpg\n"
          ]
        }
      ],
      "source": [
        "!ls /content/*.jpg"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jW8qsu-Og68d"
      },
      "source": [
        "### 2-3 Display the extracted images"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "Dsfi1l7NxK8t",
        "outputId": "66b55053-8c0d-4943-d271-5403206557bd"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "/content/00001.jpg\n",
            "/content/00008.jpg\n",
            "/content/00000.jpg\n",
            "/content/00003.jpg\n",
            "/content/00002.jpg\n",
            "/content/00009.jpg\n",
            "/content/00006.jpg\n",
            "/content/00007.jpg\n",
            "/content/00005.jpg\n",
            "/content/00004.jpg\n"
          ]
        },
        {
          "data": {
            "image/jpeg": 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biFLkxEr6XR9ZYmtrbjGuNMeVBG6nh0y2hsZc1Lp/Iy1Fp+nLqOOQu3cpglKMYln0SkO0KEnZjlHEExNKJPJnBA5hXG8N3jx09vBqLHaA11gR6H1llINCjYCeZsXk7cIvIlaHcHEuNsFizypAsGtCsyhOu11rhKda3kHAAFa10EQAAEQAAEQAAEQAAEQYkvSkke+hx+wi1JI/pM8C2/8AdUMtoxI+lLVsWh222++pP/APzEy+Hz/yxaM/GWQ/vVfVRfHdHq8Km6TM/HpwX/aXDrEtzH5/bP8A4ocx+f2z/wCKPWAdP+3+K87nab/JlKE0APfQfRQ/HSTTgy+g8OpjLfz2FXBSPh//AIBtE/7kem/8jaYVcHIDWf8Aow1Z/vlf/uoq9SezPH5n9qOPV+TWC/vXVQAAa0pKQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEUcXjgWR8Umq6S/rZuM7/AEnhONmXwMhaiLpeN1w/3U+rfYR/4uxju/2D4yLVup5fH8B1420hGO3GgIs3obCYr+4ALzD+IGD/AJ+t7mZ/4Or9St+rM3V+1HypUrbflSpW2+2/KRntvse3d4DMJknouqxVU45iGrE5F01BlOx42S47Hdq7GwKIpcGI7Mq5yHaWG5N6aXZBMT1tNOKWiM8tBIXh45yMlErsSaVEo+09iMtj2Ii7e8SCcp9Ifwz0ENh6mvsozmQ8RpTAxnEbaG+x00JM3Jj+ZoqGGmT7SLkcdcM+xLStj2jXfTMbr4oujQbWgtmJkp3R3PJscC7CL80o1HOQ9U46sZOSx0znMUXaM5SlwLqjPvg70d4b9S1907fiItY0NfCixJMVC9m7mINOLtliZNqgaV+jYyE2iCi0xCjZLB3HAcIysPEuBjKcaucMyW+xLIohwb3GrefSW0XnS6hqdXSXIz/RfbM0Soyltmpp5s1NutrS42pSFJM/gipOsuqErWLU7MNSZlRHo3spsWJLdTFdcfar4cKviVNfGXKcIvXJaYECL13yQ0l9/qPIYYQsmUUy6nl8fwE3YSWVPhcOfO1IUs2arXncCJ+oQrUhQewMcuonUOBnnGEu5PmLM/XL1vUbV1LT9LVep6ekMiTL6TqZC6LF2zxeBrWOHZJClYNCQgPAp6zCKSLhC8ZydnEPjob7VDb2eP3lNe0rzke5pbWutqmQzzdZizrZjM2A80aTIydTKYaNOxke5dhkfaMxfEhx45/o1rJmWmlBheHWlfjJY8mNYW7l2cyQu4xOjyB5UlMOwaRsmRbOJSSEp/RtpIzNW6js14HNArzVnVOjzSZXTGNOtOryFd292om2IdnkVOpm1o8VgLlQn0WcpU5Ne/YspRys1pqS8/Ffm15v9d47lcvFbqr2dpng5q7fb+bfDyL6fmEkQvq7GaF3L3Txuhc7SbM/knhL9+xAdggoisXLmKFWESdQ4jRMMAzFcJHZmFbCVmfuRkrVbY5/d3Yfw46i3c0TmpaVbcXV+Fw1QsqgjzsVMXidT2LxhQyFQ9SVctwtevCwBpl8ox1wEpDYcokrg56TvWczPpYPpggtz26kHK3DIvYRmnK0bn9RfQOSB6TTWuROiRncL0tJuRLjtOLbq8tSom3XkNr5ebMDInCSo9jMjLcu0thjS6nl8fwH0KpZfKdbuR/5vh//ABDYy4/Dzs/1QhHRkH6pM3D28g/rfj7bbv8Ard1gbPje8UhgkjPdOcWeMvTDFYMcueH9LOPGRdn+7jj08KW6RGZkREZmZkREXaZmfcREXeYsu1O48+H7TiY5VRLuw1DtmjU2+xp/HhW9bEcVEalR1P5FNsI0CWys3ktrOC/NcYcbcbfabcQaDsc48uLC2yHKbnRHT62kwcQx71qlz6fEN2I/k9/yuRbjHFrMiWrHoaVuxZDZklEyUUlK0uxWmHHsY5ub+z4/gK9bSeGevnMPj9Ua9smriyDQPWx1eUYSlXd4zHO4Z4zlFrI+X8mCwzDHMcp2BmcgBXZ8SnygOS0lqnO7f7L42neNg3NTuZ69AhoRvRaYjDxdLqEOfkBmaLXrvfq2zwKwqBqMQXLuanHvSh6fSZD6cr0wzKlipSv1V7HrWkyd99RGnplIjWSqhMVJkajUaXXuUyIiJW+5XsaS8Q2kWt0Z5en2XRLGyhwUT7PG5rMirySsa5IfrBv1M5tC5cZiXPixXZcQ5MApLyWkS1mpJqi+9Ty+P4D6VPeW2PWtde0NjOprqolInVdtWSnYc+BMaJRNyI0hkyU24nmPY/MSdq7wtaCy1Q0tKyPpXJxhwFmMW3UkTrg/Jx2pFsOzwaQ27NkTQlNivEnQ4yV721+US3s0zlK7bgwpbk4ApeqyxKwcbkoC7c4xjSsY8dekPpLKBZtZx1mRYwcMS13Ixh5yv3zHQQu/G9VN/wDwDimxeW5Zv2mPB+kx0F37Mc1T286DFjP3/luMEnU8vj+AdTy+P4D+/uT9teGb5yzDf/U0/wCnHuv3f5Sffx/9b+lm/RQyf9OYdSRtC+LrTTiCyW0xXC6jNK6yqaJ7IZLmS1tJCiLgsWECtWhhysyKYtUnr2UcySptKeQlHz7kSTumGDf0YW6ta84VuXZpbPTy7q7d8sxI9yLfYi+b2/SQzkCme7ekMboTX2a0xiCmNjsfGq45WJwmZ+9UAefXIYxQfghJNHgceINFn5ly79UfDNubqHeHZnS24WqQVa2bzhMhEo6QyCrRarkbVQfbgU9grcjBF59ZXdyPJ4tGHSzUf4hk82gOuKS7z0f1LIvp/Iy62+Ii8H2Ekv7RIlE8QX8Amt/9yHUr+Rl0IuRud25dxF7fLf8AnFn/AAgSi+J1xDj0tZpS/D0isM3/AFXXPH5UGHOqNo5N/sflW/VZqf4f5l+x3bTfB52pWd4tgdZMi18/KreNURZs4nVRIzsgz2dkEwhSzbJKTM+VJn5DovU8vj+Arzwv3dHQ8QGlNxkdrXUVLXZUxLsra4nxKurgRmossyfmWM51DUVvrdJO7i0kalkkj5lER2j1jbv43SOqcjiGf52x+OvHq9I+7LygVUpA8C6Zdx+5GPA+mXW/0el+eFzt2vw+Ezm5m3eE1Q8G0zmM7iauReZnrwajYv1w23keMxuCLAmTqMxIONuZtOLx5a4vUf0dGtGE0FlkdBa4xn0aogqnS6ekXaRMofbZUapfyTVTYHRtDaikt3pIllLf6ZsxIsiQpppzH8RkotyEkjO+MvhwwKAuVJ1MosqlHEelwanAZLOZTLJTBmk4rEymdcgQZSlkZJKbMipMyM+fYjMo2y3W1OOKaYTHaUtSm2EH8xpBnultHzS+YlOxF2F2JEUbEam3M1Jjc2242INUejKt5HasUZUS2om8ocrdvoCIkQMMTMQIYN9ZwSU5uzqy3jI228P+gs3pAmxOo6uSjmI5COVoU8yPMV8dOo1BqjsRiWbNclvyi1Ig7Vwry7MXAMcGlz+hcxwcXa6DiZ0jnNRSluSMifoyaUlSiSnJ6ezxp2QRJ71tM2zjiNyP57Sdtj2UVsfU8vj+AySejl0Xuck1NVrHPjLjYngcW1g1El0i5bzLLmqkVSorDT0JaHoUKps5ch9xLzTzUp2vJtLqFvm1um72Tx+J2y1yfIGYA7OLu1R+h+Z2LdcleuKLRaT8kMSEOrjpGzuUjxFCc4xN4YtMZ3VHiB2gpYGjK/Yx+oMVkT9LxaIaWMuhv3rJJTeMGgCrXKTpeTTNKMQAiSwUQp5yAEU387GqDqUqd1Hz5xSkJMzczDIVH2pLcj5rDt2Pces7qRqA+rmezjMHVbcvM5ktw4rlLfs3XLM9u0+zzFboeDzqg7y3E6ZenhmxHLfyv85tx+p/5VfZ/lR2fh4bG8xf0+nU3D/of+t5SuwGJv0X99cXKtcE21ra2qmC02XHVZT5M4mOoeek8TRyn1G2a+RnflLZXSLmPsSR5ZBV3cXR/wCQGs83pH5x+d3w/k3747Pk/c8op17f8T3T9PQx+3/Gy6nj1ejnhuiGxe5770bV6R3Mlg201LVLXuaLWvLWB5FlLuN/sryap3e55H3v7HF0dzt/T6O5MAiSsZDetIQSLq2Ts2hPzbKaWxElPzdye7uzw9g5/wApsh/6+XP/AKUnf/mFpn8HQ2d2/OPL0O/+ozfY/H+yy52Q+VJecIy/MSzdTM/H5U88ctz/ALXG/mUtMBh89GJa3dzk+rci1tLGzbiUOLNNnYTpUw2nJdhbL/R+suq5OZMM99tt+Qt99i2vl4juKvT3hxroTV23IyXM7iO7Ko8Ip5Edmc7EbTIQ3bXs54lpx2gcmx1Rm5KmpD7zpOnDhTEQ5xxq3ao20yuG3Iu7a4GZNUZYBK4xOMDAkaR6Ybkn7TmNEQwjLKRCzN24BHM5ZDG0um9u3fiA05qnYXGb+azCDbrTtkN89oZrkrsKsaWUt4yEIHjUqltntkrQatWDT8oPYsCp1xHPIfcueHTsp1E0/wAHXEbzXOsOw9c8lnBRlGTUuPqmE3v1DiptprJyOXlVvyb7cp79wj26r8aOvmrDzzMvLn8OoFmsmccwNT+OQyYciqhvx59iw8qfdMPNLWp5qZLejm44o2mGUcraLVCURdySLv7C2Iu0+Yz2279+0T1p3wiZq1VFY1PqoOIsE6ZPXq1pW3jB4xlKBDzLWhA0XecJMMZxM7NOJSRfhU21x8ptpmhkLFHb7bW1qOkOMoxv5K9HHRkaJJx6hUQ1rpDVZDaBBkNapWJdbxJVC8PpSv8AFNQsBzwp54PnGIZmVUcYrQ8UyWlyIq05hySiFP8Akia96mbpw5fT6nLz+qucu/IrbFt6VHfq6Env2cupvvI8AMh0L0YGXuQNT9Q8JUqGiJk+FRcgJbq0olO2WI3MeHEhwyVsb3NBy24ecSW6iTX8+3KhRp796VPsPQky79tT/genhf8A1mMXo/QsduvE9pvTAJnsY2ELJqp7DQaZxF0/dnOf1bNHphbjYC3EWf6l2dnf6T5vdXeCe+fyf2uNe3wVaGbsnp1r1SnKchVLFbV+OiATuScyNMlB6dqXXL0+UNJmjF4s2I4Bx9Ty+P4B1PL4/gL/APDfcy4rdDqUbw+fwCaIf3IdNf5GUo61rtxNaZcPTNEWbO3NhaZE7IOux/GYcOfcfJ8RJlLuZSbCxiR4daiUqOwnqSEvvuyD9WYfRHmLjfOwDUHGtLOE3S/P8wkPx6DHNEtNZs0obTT8+W6vD6GPCrK2O++0iRZy570aNGQ4602b0pHVeZa53UR89XtV8m1nz++z/KpDjk21fNqurzkm/Ex+ijuO/JOPVpdNCWoUZh1W5pQhT77z8x8lypL7rnPHRGzU9zdyNeW8wQ9HSWHymSgcoGaJT2pWDdqsApRkFF4dTHsS6DSgNhiccHtjOPuBun4p4eHzYLY/E6Yr08zuRqbTeBLXrW5SmCljx46tE1+3XAYVibHnCVShBy1xlM1mwxitjjVD5i/3zfQT/Spq5/e/iP8Ah2PB+k30F9mJ6tn9NBiJf8ORgq6nl8fwFYNDNHcj131FpsAx1xEL1vmn3ly6wuVHx/HYTscrW5fjocR6wpCH2mo7JuNJkS5ceOp5knTdRNGT8Mu0uEx17L5TM5SnjcaKZjlJZq9IxjbqlJ+mh1PwzeiMWeUn4jFnk7MqsYH5QLxM6rzeI0zp3S+nMpns7YFVqVxY+/3D2DzYYhxeeYiOPVKTcym8IQbmc5xhGUmkEaC8RuL8Q8O9tMNxLP6emoJTNfIu8sqqOBVTLRxluS5VV0mqySacqwZiPxXn0EkiZamsKcUk32iXcIOn4DguN6Z4dj+C4lB9QoMcr24ENtXSORIWRqdl2E5bDTaHrKTMcfkSXENtk6/Jcc5CNRjuAoZnSYUuXvy05XsVsF3JNVjbkOdpws/EJ2HEzCYs2+lKA+qA+e2xC9Pdn2Y0eDVlbTGFFru9RyOsexGWSLjBGDjvKpcyIOlCxMh3rh5YIymeJLDQ8okGt3fJhAABiVsiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAijacbDnPxSauGZ9pWlEjwLZvEcfQkvM9iIWs7l4l7yFzfG06kuKTV7YjMiuaZJ79/MWJ0HwFq3XL9k/eQ7AbYwf8ANtt8ztzxg8S3/MK68yW/0ed997H6eedXak+z/wB83V725eJe8g3LxL3kPQOQkiMzSrYiM9i2Mz29hbmRb/SZDKLL9FvqkmvJ2BqVgT9ryp3gzYeQwa/nNG6i+VGYUh0kk5sW/qm5kXMaSP5o/ustxNF7fvjG1fl/mf55crVua9o7EcHa7vL1gGYbQ7wuXL0M/X6Hfplx+O2ex+5+8UNQE240s+pI6XjXleaNuhWkJrflD12jC5arzPIvktjiNeJZM4+HZpTg0sZO5eJe8h23CLHCqvI4E7PscuMtxyM427JoqTJWMVkTltvsr6Um0dpJy/k9TKX0OtMJjSFk6XRmxlpJwdj1k0S1I0GyNrG9RaRMFya3JkUlvBksz6PIIUWUuI7Mqp7B9pE4lClMPpYmMtyWVyYzPWbJVIeuX7J+8hsYiYvUWLY1G7DI4rJDnGJ6dl+mcJNKEnDaqkjOEm9LRKAsCDm3VCcJxZ20e7jc/ozPvTzGFJhdQYIw5kp5KhB5iKN4FhG1j8iCYiwk3RKde3XIA4pdJREFN4ykncNHEHw66gUFRgOkLzGGyKOG8zX6ZXECNQXsaI07YSX5UFhidJjZC46mNMmy3ok2ZJI5RyLI233zNeIHj2Ik8VWpp8xfOawg+/u20+xVJl8BZ7W3U+nsIVtUzptVa1kqNPrbStlPwLGvnw30SYk2DOhuIdiS2pDbbjbra0uNrbSpCiURGXe9WdVbrWDM5Oe5K22WQ2lTjkK6dYbYZam2FBj9bj71olqK020wqYVWmWtptppplyatlpBNNoM4c0PsqLb/AHJymq8Rk7GRwudxtoJoXSd62K6W7RstLv8AEZWRGiKxJ5kixhShFilsSL3GtNu94prW9WxGnNt9R6aq4LUuj85jbVYmLD5PjbGNrYrM0Xi1Pl40TVns0oRFXlKqaJCuENMYYAl0TcvEveQ5GnlMOtvNLJLjTiHW1GSVElbaiWg+VZGSvnJLsMjI+4yMh83rl+yfvIOuX7J+8hO/R/a/sVOu1z9jr6K3VOrU464pxxajUtxxZrcWtRmpS1rUZmpRmZmZn3me4/G5eJe8h6PXL9k/eQdcv2T95B0ev6Pr/BfxgtFmaMXizehmZuGbj+RVY0o0kzrWrL42Faf1JWlu40Uya9IkNQqylqkvsR5FzcTnj2i1zTkhrm5ScecUsmo7LzykNKuI1W4DtdNJcMsc6sTxHLKamM37pjB7O7tLWoqW2XXZV9Mr7XHICnqmOTZHKXGN9cZpZynm0Q2ZMhi5j0VV5Rpl61Y8b8dnI5jGDXLMZyW2UuxpKtzKIUp2NANXMqNBnXEMnnSI0pVkLCFGRqSR5bcktKOkx2+usnehxsaqKW0s8hk2LZOwI9FAgvyrd+a0pCidiIr2pCnEmlRKQkyMj32FNN19/dZ6I3RPpfF4upaw+Hep1gnCbGv+VVa9iUXO0pOB4OZx13EJ+Jx7poWBy8nbqT4dPBNtfuvsDU11qTP5Cjq3Vkb7hsiKNquGejfuVBS8ldotbiaNeFi41o0esE2FVemRvLJxKNy8S95BuXiXvIegT2xER/OMi25iLl5tvaZb9hjz1y9iT9/4C5fR/a/sXLhg8sz+luf2fg6yaei/WR615wRb/wAFtgfuyzEvvGcsYLvRduJVrZnJFv8AwWWB9pez8rcRIZ0Ry78SLdO8OqGf1tCh/e+qvQZ4EodHhg28b7y5p/8Ap3JN/QqQ8QX8Autv9yPUj+R1yItZKI+/YvpMSleILt0F1uI+49IdSi9+GXRCK7109xEZkXZ4dwnbweenGa7jxz0nx7/rHab+hU9+U8g0tRbRP6efIsv+w9H/AAr3ty8S95BuXiXvIej1y/ZP3kOw4jjttm+VY5h1Ayy7dZTdVtBUtyXugwuwtZbUKKT7/KZMsdZ5HOsyMkpI1H2ELj2T1qVc9y4aFSpVhIhSllEYxjhF5TISc3aMIQizylKTtGMWd3dmZcvqWNuZK7TxuOpmyGRyBRgrgAOZTHOWbDEEIhxlMpSzlGAxwjKc5yaMWd3Zl8zcvEveQbl4l7yF9OQejj4lqaOh+sr8Ly51XKS4WPZdGjSWjUsknzLyuLWMK5SPmPleUe3dufYLI8jo7zEbqfjmT0tpQXtW6TFjU3EKRXWER1SEutk9EltoWhK2HGloM0kS0OpUndJkYw2H1TpbURDB0/qPH501eLSJCncrWpQi7szSnEBJvGLu7MzyZm5dvvW06o2z3C0RXqW9Z6DzWkqt+TwAXJ4u9QGacY9UoCnbAKJJxi/U8YO8mj6Xbj0qpejLmi7OYQpWuSs0fxSNJgON1mFwq175SfKa2p5rIZ8y3jvwMfKOlRSCgNOznm3llGdjOoQtckHRjL9IcswWqPRO1xubhVQ18nRK7HGvk9NGpLrylQrGifYZlU01bvWeNEthp5/r+tfpEvE6uKubyTLblP3kKk6T6v5rormtbneBWRwLaComZkOQTj1PkFS4+09OoMgr23m/lCokEyglp50OsuIblRHo02PGksxPvRsubc+nCzS1FaoZXGCdqtUs+rFzm3el1EDGHWKwWRIDlchIjwDBoOArNHpsl4VfFFX8PmQsUMnoOhm8BnD9V3IgD2tQBHOVMbxFbnKQ7NKsIBTjxU4Aia2VyNdrPIjz6GhaVIQZGX6pfj3+Y/W5eJe8h6CXiJJEe5mREXcRdySLf3l8R565fsn7yE8yhHrn0x5hy/HLenjn0cqnLC4Zm4dvQ34/Z6uftWXz0VqzKdre3v8ANVE08WZeaHs1Sk/c4r3jMGXb2DDH6Ky0h/lNrHWOSGUWUujw+dHhmsieehVs+8jzZKEH2rbaftq9KzLcknMQRmXMnfM6klGoiSW5mZbFtv2+zs9vaOWfiMg8d6NZxduOfmt2/Fnw2OflehrwOdDeFna1oyaXS2baXHp9P5R5jln/ABZuG9P83DqIYkyIiLcuwiLv8CHncvEveQ9Eny2LdOxmRGoiPckq9qSUZFzER+3Yt/Ag65fsn7yHU0rRchHb6TPKT8/pk7svPCATsELPF4v0R5b7n6W5+z71ky4DdSqnR/AOKHU23ZKXGxTH9PXo8LeS38pWs+bl1fR1Cn4sV5cNqXeP10ZcjpqRHTJ67mzbajKwLNMyyHUDK77NcttH7jI8knrsbWxkqLnedNDbDLTTadkxoTERmPHjR2ySzGjRWo7CG2Wm0J9uozOLA0tznDCcfRYZPnOm1+kmuohp6rxOl1QiWDD60p5VI9fyylWlCldqmCWSVG3zIp/1y/ZP3kI/0/oelitaa91oWtAmX1TYqQGbjqlCjWxeOAwY8x+r67YTzMw5PEzQrOT6QItGa9a7n5LUG1ez21tTIWIad0JTyJ7VR26AkzF3PZmzGy7RlwftYuzTDXmWLyrSLdYPQ1o/c97cvEveQ+jU1Nrf2cKloqywu7myfTFramohybKzsJSyM240GBDbW7LkK2PlQ2hSj27CHXzkJIt9tvp3Pfy7BIb4D9CMd0z0dxvPH62G/qBqdRQ8jtb81omPR8YueS0xmhqXlxGl1tcdOuqlTWCJTjti6513nmosFEbH7s7k1NrNLjzx8a+XtXLI6lasxYBaRJwIWUyzk05wCMQiO8hhK7lcIpMOJXMPMeHHYHI+ITXxtH1c5DTWPxtE+Qu3Z1yWZDAIga4x1wRkIZrBrNkEeg1mtGNdrNiMyzBGsbG1wq6Y65aba+6TZraaM6mRKQ8nPH7SXPw7IoLFbW5dXWOJyrizN2tNUGthouDlvOPpQ2luGpSlJ7FFch6VZXKehPn+c9J7f+TxXZ2+JEMvQw/+lbWlB6Cl2mpZ6omXhsktOkn2+z9chULbvcLJboeILQWezVCvQv1K2QqQap3oikEeNy5x9cDGN9ZF7BmkSDxYjPBng3Qy6Vb3bF6d8P3gr3n0fpjMXszi8tfwmRnK+9eRo2jZ7TdQrQlXDXh2ZDqAeEJDlOEmm7lm0otDEduXiXvINy8S95D0euX7J+8g65fsn7yHQvo/tf2Liv2vwdXTa48Q9hqhhukWmlYl6BhOluBYbUqZdecJ6/zGvxOtqri4mMFshEaI4mdBriMnHCZVJlG6Xr5x2LZ9y8S95D0euX7J+8g65fsn7yGNxWGoYSo9LHVWrgmUx58N6ZnsFmewab/bMppzJLhmizy6YRjCMYxzefzuY1RkI5PN25XbYq9SpCTtGLDq0awqVMEWjFvoV6oAhjKXUSbQ6yzIWU5y7BTVNlkNvWUNJCfs7m6nxauqroiepKnWE55EeLFYRv8AOdW8tCS8z7TEkvhc4eazh208Tj634Frmd68zaZzkMCOTcedZtMmzDqq59xpLz9FXx1uNRlOkg3nX5c/oRXJzsdvFL6NnIdMa7Wiyr8vhNFnNzT+qaYXU9lDsGDNQiavJq2O4pJprb+bVGymLJUSOePFnQESEOT0xZue0iIi7PpFH/FVr/OSy9fb2uE+KwgBCtWZSbtxyU5v1BeDt6S06zxeLM7tCd2BXmN5U65V1u+Tp2V0pX0xc3uvEp53Vd6xZx1CMZd4mCEFu1biWLxjCvk78CRm7xaZB4c1btnhDKXKzeQABTldQUAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABEAABFGf43DL91Nq9ue29xTH9R4rQmLVty8S95C6TjdM/3VGsBfs3VOkvoLFaHYWq7n4n7zHYfayHO2O3Lx9EXwOI45+75vr/AILzPb+wi++29Ts78Pq3Un9+Li/Tx7tOkRkRm25sZH3GSFH/ADCYclJrMkpLcz7i9p9m+xeJiHfufifvHsOzJT7ZNPSHnkJ25UuurcJOxkZcvOo9u0hpm82y77uR0235S/k/+T3lnH7z8rYz3PJf/aqvb7fkrc/xnX1/6Xp+lKfhg8Tf7m6euJNob8tG1o2MZ/6qfNvk3za+Q9X9Tr/e73l7/wDqu32m/jO59DKL6TTVfA83v9MsQxDIajJLLCk5o/k8mmnQ7KDWybp7HIsOpXOhPOIO0bXR2JymOZKo+7KXN3TWhnFxuXiXvIcBdnd2fQPO5+J+8xIGgtGVdA6PwekaV0uQDhxkZzG6WkQpzlsnlGEIswxuYxO0Lkkhi6ITKabSLKHt4tyLu8W5eqtyMljA4W1qUoHarXlMgwBqVK9CqNyE+kUrVaoe+ZoigY/cIMFccohHzbl4l7yDcvEveQ4eYy7TUZF9IqFqVp5eaX3lZi+SMuxMhcxbG8guIDzUmM/WSMnrGb6LUy4kyMy7CsotZYQY01lxHM3NiyEkpSOVR7PI9aFoFGdkcbtkZTDC84sWYgSDAxIDd+uQxTsAiScYvGEjCjN2ckGlH0MZeJQs5UdIxMXSMCuayw5OAVizCwSsAhWbogawOpaIEcnaRIVjygzsKbx6HuXiXvICMjMi3LczIi+vs7xw7n4n7zDZR7kX6ykmSTP2GZfNMjPz2H1RHy7dT8Rb1/o/UvinHphOTeuLO/6m5XtyGXokl+HLZeiyorzseTHkNrYfjyGVm28w8y6RKaeQ4lSVJURKSpJkZEZDi3LxL3kMpfHvwh3tHlF/rlprTz7bFshcl5BqFVwUetyMYvXFda3yJmOw11VY/MWbsyY4vq+qSnZbzrrcNxpuNitJRn7VeHaf4jTNBa0w24emMfqfB2RlBaboOKM+slS1Fm79QzPGEmIGT8M8hw7o3HYHFwmHOUl7tbU6m2c11mdC6prTHZx83nVsuPthyNCc5xq5Gr9IkXBZhB36WJOdc0TU7HRarHEPs2L5XkeE31blOIXtjjmRVDyn664qZTkOdFW40th9KHmlEamHYzrzLzSuZt9l9xl5C2nFoVWbUjit1/1bxp/D8/1Hm3ONSpUeZNqIlPjOORbByI8iVGatCxelhKtYbcxqPIbjyVOsNyIjEhDaXmWlot03PxP3mO2YtguaZsi+exPG7a9i4rQ22T5PPhsEVZj1DS1VldTrG6tJC0R61r1GpndBLrqXJTzSY0VD0lxtpf25rB6SkcGp9Q4rGzt6fZiCyFwFZyUmHJ5xmO2eHVWaE5PJpRJBoyk78s7rGaX1FuKKra0RovPZuNLVUpjNh8XavMLJTKJwzGXH1J9FyRQM4pRmIjzFyN2eHoXWdy8S95BuXiXvIcO5+J+8Nz8T95jZOh1pPQ34rJz6LZwi1qzdkzM1npbZueJElOW4envM+/dfwMZ1hgg9Fsala6Zv2FylpNa7n4KPMMK5S+siV9kZ3xyy8ScOjeLU8fuHQ/vfWXoB8CkIQ8MG3jQd3+tzXPP3/PuSb+hUg4gz20E1uM+4tItSTP6Cw25M/gQiq7l4l7xKq4hC30D1wIu89INTCL+8q7P+YRUFGe/YZ7dnt8iE7eDZnejr5v8Adcc//wCFxVF+U3Ez53aAjv8AwqmZbj/4TY5+f5er9i5dy8S95Cs/Di8hriC0QUajTvq1p0jmLt26uX07Rl39xpWZH5GKJbn4n7zHuV1lY09hBtqmfNq7WsmRbCss66U/CsK6whPtyoc6BNjOJciTGZLTbjTrakrbW2laFEoiMW51VhrGe0vqTBViwDYzVC5UHOfV0QnZrkDGU+lnl0xlNnl0s78M/DO65y6Az1XSOu9FaruhJZp6Yy+NyJRi6e6QdK4GzOA+t4x65xE8YdUox6nbl2b0qYGfYZF2bmRGRbkZ7H7diEe/0kORYlkHEb08XsKyxlY7g1NjOYOViC2i5fX3mTyZ1bPlIaSmdaRqqdSsvqSt31dbBwXFNyIrzDVrE3XvXSyiy4NlrRqxYQLCI/An183UTLpUCdBlNKYkw5kN64NuVGcZWtDja0qStKzSojIzIUnI9iIi+aRewt/vFd9lvDvldt9RPqnN6lFcuNXNXjVpxKwXY3bd5mOXtyLGLxlwDyaLMSIjd3mHbV1vFH4zcFvjouOgNMaGPjMbK5WuzyGSLXlZZ67WY9oFMMDQBOfcFLytr0pMPv1uw8S91c25eJe8g3LxL3kOHc/E/eY9uvhWFtYQqqrhzbO0spUaBXV1fGfmz586Y8iNDhQocZCnJcx2Q422002lS3FuJQhJqMiO0rx6YylJ2aMWd3f7mb1u/wChc/WF1O0Ys8pP6GZvS7v9jMzNy7v9jMuLcu/fs938Ybl4l7yF13Fnw3WnDtfYLGX0HqnKsGx9x6ZBdkPQE51j9PV1OocOG/Okqkyozl6SbRpxbMZomcoajR2STFWlNpe5+J+8xh9PZ3E6qwuP1BgbsL+KycOsRY8+lmk8JxkztzEg5xkMkH+lAkZQkzSi7Ns2s9Fah2/1RmdG6sx8sVqHAl7VkEnjLpeUIlHOM4u8CCMEgzBLB3gUJIEg7xkzvWvQLW3IuH7Uip1BxuPGsyZZfqr+imSHosXIcbsFMqsat2THI1RX+pHiyIr3I6hiZAjPvR5TLbkV7JHrH6TTGMg01t8f0qxPMKnN8jrXqZ+6yVdZXV+Kx7GKbFla0UnH75+VaXTTbkhEBS0wEMPrZnu9ZLCq+Rhx3PxP3mHMfifb5n2eZf09o1LU+0mg9Y6gxeptSYKGTyeKaEY9RDRCaA5TmMdoEJxFYHAhHm8CRdiMzCN3AcieRdB+Ibd/bLRuf0JonWBcHgNQSJOTDEB7NUxoDEc9C5Ib2aZjBFEXWIjOF/3xV7Fxo2Y83MXiXvDcvEveQ4dz8T948c23er4iRuh/vUJ9DLn3LxL3kG5eJe8hw7n4n7zDc/E/eYdDp0N+K5uYvEvf+IzNcDnGfgdTgVJo7q3ksfF7TGnZFfiWT3rz7dFZ0Dzr0+HWWt7JkLZpZcE3ZUZhUj1OCUCLCjtrOQhXWwv7n4n7zHg+3v7fpGibh7c4LcvT76ez8jCAMw7ATVydsoDjacGJHqjMU2kMpRTgUZIPAkpRaBYjKOWNmd4tYbF6yjrXRb1TXS1jUrVa6Bz1rdM0hkkAnbIE4njYBXsjLWOEjFrwgRyVSWK55PeccX/DhgdI9dzdWcQyHZmWuFU4Nc1+bXNlJjxnZDUJiHjsp9MJx9xpLLT85yJCJ59CXpbKTNacTXGvrhUcQOm/D5qBVxkVi1X2utHYUpv+sSKd6rs9PFVrE13kJJzH8alUMxwkGptC7M20LWSNzx07j78nJ7SVi9HhrnqxUtBf5Vk0E0o5Zh2mX12HVdqTzm36SMUTCKc207/MWbp7HzmZRlojw46Z0BnsDqXE5G1kMvi7BZlLZnHpeuXH5CnMIAhiIcXIW2AxCGcxIxrMwZDaRYFnjdjxqa+3j0drHQ+pMJQxOndQ06wgAx4y9UbdfN4TKCtW7FopyE7AMbcrihVaoOXl7ysjsSBXmH4+5eJe8g3LxL3kOHc/E/eYbn4n7zFiOh1S/ob8VcVrdoRa6T47o/m7Kpc7D9XdN8VyqvnSPUueuyeTj1VOyjHHUx3icNDb85iXFddYaQ5GtCjNOynoExxNvRKI/bt9Owkcs6N1OvXBNpnp3ZGyxNm6M6ZW+L2ryWT+Q8wrsIrXaOzJ12FIVHjKcffiTVMt+sLrrWbHZcaW8TiY617SXGL3dzjV/CdrLzHrayo7muecYcdg2tRNfrrGI47EecadW3MjPINTbi21GjdC1JMlHEm2G5FbW9rWOENwDN6QydyrMfL/AFtOFkoqdmLPHj+LH2DN1kn3hOcjwayODWM372NtbX0ts9XUITLpHc3AYvIBI/Q/k2Tnj6pMpRm7TeTs5itcrTkIA3r2mqiYs6Jyv+K6ynVFjX29TPlVlrVTolnV2VfKehz66xgPtyoM+DLjOJcizGZLTTjTiFJWhbaVJMjIjElXhE4iYPERpexay1pZz3EvUaLUGvNcLd20XGUqDk8FiGSehTWrMaS60lbTPQlxJ8JsnmoaJT8Zjc/E/eYrbw964ZBw/anU2oNKwmxitocqcmonXHGmcgxee6wqzreq2tJx5hKjx5EN4+ZDM2DHdeZksIdjPfBvntVHc3STipQi2qMH3D46bzaDTlKMe9TI8+Idu3EcIxlKQ+0cYCORhRMMuX8J+/h9htxR2ciZn0HqxwU85CUCEcAYTl2MkGIWkVzY6RSzccRWHPVLaAMD2CgMGVEA61h2YY3n+L0eZ4hax7vGsjr2bOos43OlEiM9uRpdYeQl2FMaeS61IjPobkRn2HY8hpp9pxtPZRyssV7FOwepbBOraqzkMoiRlAgyQk8ZjnCTNKE4SZ4yjJmlGTOzszsvQhTuU8jTqZHHWxZDH5AQzgOAkShOEsWmIwSweUCCJCUZjJCUoThJpRd2dnQAAfivoQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEUYrjeWaeKbWFRGfL8vVaSNPNuZpxejSrY/aRLSouz2p29hi1ZK1rLclL+vn+4Sbcn44+F3D767xjINTThX+N3Nnj17WIwvUCY5W3NNNfrrOCuRCxVxiSbU2M+2bjDrrK+nzNuLSaVH1tXpDOEhJ7FqdLWW3enAtRCL6Pn4oR7/UL+aR3s3F09pPS2Dr+H/N5WthsdRqDsx8ui1iFesIMbEWjhSRaJmgxItGc2ZpMzTkzdT8gNxfC3s7qvcDXeqbnjC0rgrWpMzlL5aRYYshaZLl09mdUk5apBKZK8iuGc5BDKUoO7iG79DRt/0++xNyFH4JQ4o/p2It9hypZmqTzFHmcvdubD//ABRJDT6QzhJUe35zZafNWB6hEX8lh7rPpBuERSDNerqI6tz/AEb2Cammsy2LZRdHDFlsfs7d+zuGyQ8QO5cnd/3OGdeLfZzf55/T8xP/ADLUP3Heybevxq6Tf9AsT/8A1qjg19DkVs83Hq6S7sn3VEhpmBWT5jrizPYkoRHYUalb7FsRd57CseM8LvEdl06FApdGdRyOxSa4lhc4zaYzQrSSVL5nMkyViJXxyNKF8vUko5zSZI5ldgzxL4/uEUkkpWsDRJM07H+QOqf9d3d2D92x7/UPrY7xv8KeUWhVFZrPj0aSbTj6ZGS1uT4TVG20g1rNV3mtFXw2l7JPlQt9LizLZCVGZEfwZbf7dyVMz4nw95XGWYNyxrYcnbBBm9LvMY8XRk7cM/8A5+DN6+X44Wd094QPDnDKVG1D4vMFnKBZdD1sfZwWPtlnJnaMRWD5rLQZ+rj6PkZHk3MW4d2drXeFL0eSNOrmp1J1rm113l1RKgWuM4bUPHNo8csGWmpbNle2amklcX0aaoktMxiODGdgm+mVYdVo413uofCNw86rZZPzjP8AT07/ACi0ZhMT7P8ALDPaopDddDZgQi9QpMpjRmenDjsI/Rso5+nzuc7ilrVcDVWtXe1sK5pLKBc09nGZmV1rVTI9hW2EOQgnI8uFOiOLalRltmSkONqUlST3SZkPlZmlK8PyxCkpWleM3yDQpJKSrmqpaeVSTLZST32MvAxTXUG7e4eoNSWdUn1TbxmULCYIeQHLShXqyJEnkgY15wlEDShB5NOUyFmOBDkKVutdJtJeHnZzSGhqOgKmgsbn8BUmO1NstUrZMl2+MEwtkbUrQSDncmMhYxIMYxhGYgaogV5MFrXD4AOEg/8ApTr+rUDVEv4s2H6b4A+Eltxpz80yl9JxK+RzP9UFtucpkZIcSebdqNyLci237jPYzI4z25HsRpR2bkXzS7Nz3P4jiW22syNTaD27P1SF4Y7AblRdpfuk9QNLj1tC/wAt+h/n/lct5eLrZF+W/cSaQdn+8uIf0P62/wBCH2qZX9G5H7DLsMvoMWE6v6PcBlrnU/H9S42nuA6gO4/AuVr/ACkl6Xoer7e0sUR7VhLFjBpLy5esIth1zW1KnbKSuSkm3GFHiN4BYLEzi30hZWhsktyMymJLYiT1a/TvLp7RkW/6xOxkGW3tIu8tyH2PSGWMqVxaalRn3lOs1ULBYEJCjWZMRncBxm0W0nm7CL12xlr+b839N+1zGIr0vsNa01uvkdCUtx8njy2NMyysb+LeWMN1SycKca5xQPYc9eLw704MYTkn0M0odvmc7a78WFLXXh/xW6uX2TwGaq0tdBwBcNnXhnq8gRwZskW7VOWjTjTvSiR6oiyqWoBG5ZSgZi9uGVDF/R0cK9Yy9aTYmTZvWS43rUZy7zV9msjx0o65TIU3DW6tTzJMnzczr7zZp+coj2IyojxdcTWimmWkFxoVw7vYi5c5nGeqrpenTFA9iON41YR2oGSOWVhXRnoltk1nVJXXE0wpUyOlx6bLlxJMWExNwkdQz9ie/fu9vcHOfl8fvEzYDw+ZMecxWV15unltwaWCOO3VpWZWoV42wvyIxWPkLzzjB/pMIfaacmaBZFrSLXLWzWfi9wdvS+bwW0uwuA2ayup6pcdkMrR8jPdJjTxfvVgTr4fF9uRH4+tPK12meRAQDcYFsHPzr/aV9o/vDnX+0r7R/eODnPy+P3ipekek+da3ZzVaf4BU/KFxYmb0qbI67NLj1S0ttE3IMksGmXPkykj9Vvnc5HHXXXmokRmTNkRor1i712jjKVvI5GyOjQojmYxiyiMYhDi8yEnOTtGMYQi8pO7szMzuqYY3E5DMX6eKxNIuTyeRKMFetXFMxzmLOIxBCIbSmQpSSjAY4ReU5yaMWd3Zlle9FBiEtqm1gz+TEQcGxssXw+msOuRu+t0sazuslhnGSrdDXRv8UWS1J2WZmlB/o1jL4KO6V6eYvw9aP0uH17zi6XB8flzri2U3IXItZqEP2+S3zrLr7ziVybBc59EYnXERm1tw4xJjsMtpoGj0inCcot1Z9bpPwPCMy7Pp2pDHJnXU8/u/uHrTVej9L381RNYEzeRU7VmUACBCnULYiKBnASyGp3e3J+lp9yA3kw3dehPaerpDw4bO7a6A3E13iNL5OvUsTk+TydCjA1w9meQyQakzkBG0KjZyDAYo2lJxdghHZyxZ6/cQxGrQHXEi7DPR/UwiM/YZ4XdkIoSndz/yw07bFsZmX8XlsJIB+kR4SzIyVqFZKIy2NP5CZwrcj7yMjx/tIcKfSF8IiS2Tnc9JF3EnT7NEkX0EWP8AYJQ2Xz+5O0QdRQ/MrnNSxz0qr8tWv1ey9ZrDO3HzZaYnX329PMHj0eqXV6IJ8S+j9i/EdZ0dYfxR6T0bLSQ78Olr+GyXlLXZVJc8vnse4ez5K7ccG7nd/wBJ0fTjiKd5SI1OkRH7TVy/E9h4S+R9z6O//qhGf1dolfaOcQGluusK8n6WZT8ut47JgxL1hUCzp5sBVk1JdrHJEG1iMOnFkJhWBMukhTal176CVzNmQrQUqQlJpJ94kn3kTrhbl4diu4SNlPF5lcHfPi81s+fEZOr0d2vayhK5x9yESw6wlwsCQ6xzgSHVFuqE4ybmMmd4Vw3yceB1Liquc0x4jamosLe63DcpafDaqmYZJBJ2rFfUxQk6CjIOfTJ+kkJQd2lGTNDbSpZ9yj7vaZ/zjwpxaVElSlEoy35e3sI+4zNPYkt9i7T7zIu8yEwXJ8mr8RxrIMrvZz8OjxejtsguZbbcmW5FqKWFItLJ9EWMhbslSIsZ9RNtpUtZp5UJNRkR2fn6Q7hMV2L1Mnlt2ESsHz/sLxLp45tt2DK4XxO6x1IIlvTuxORz1AE3HM1O3aswgVoxk45TBhCQjNoyjLod+rplGXHDssBqfwHbeaNthx2q/FVhdKZC0NjCFk8fRolIF5Sh3Rhs6mFOY+uE4dcfovKMo88s/GB3BdANcNS3K1OE6Y5pdxLdUhuBdlSTK7F3XI7TjrjbuWWrbFZDPZBpI35baedaUcxKUkjzIcIPAVG0ctK/U3VSdAyLUOPF56LH6xbr2N4XKkocQ5PdlPsNryHI0RHCbbWbbUOE48+tluY+iHOjVT/fEOEX+yhK3Ls/5gtRP8FQ/fEOEX+yhK/vC1E/wUEc7kbm79a8x13A0NssppPAZGHbPCvjske2YUm+tAW3OoKPYLwzTiGuCcxvMJJkCUg5TFspsV4SNp83itXZrfDT24WrsNNy1S2s3ha2Nq2Iy5Bcr42F40/K6/pcM7V24MJui0AQrQQGFcLrLo/h+uWA2un+aQ+rAnKbmV1iyhHylj93FQ6mBeVLyy/QTWkvyG1bbE9HmSIzm7L7qVRzNe+FLV7h/tLI8ipJlzhLMxSKnUOlivv45PhPPtM17tqbRuHi1o6t9plUOaaDVKaeRCenRkNy3s6/FvcQ7zhE1UvaiS45W3eA11rXyUpejKkV9lOppsRxTTqUraJbDrSjQtKVJM9lJIyMhGO9bl8vKcuSadttuu7tt4cvNttt8Bu3hDxWop4HLZkOp2Hp2N81U2KLT7zTKOtUK1oFvyoUqpZMWIpt2DCkODvMcydqQY2+UUzeio6vwOmbmhJE1nLDAvVtQgyLV5wCW9fr/N93HSx543qw3rEOOTW6liBjMwzCFEw7X651/tK+0f3ivmiGM0Wq82Ro3ayYVHk+SuvTdKsvlqiRI0PO0xEtowzJJLkhpUnG8iYiRYTCiRLlQLuPVuQW24ku6am2+c5+Xx+8ftqQ+w81IYdcYfYcQ6y8ytbTrTraiW2604gyU24lZEaVJMjIyIyMjFw8tjnyNOYQnencE/crnizPINiDP2is3oeUYydu6Llh2QuSrYYlYxgk5x6ayoMHlgXLtCOYxRGkG7Sm7RjbpmbosA7jwJ2CvB3nVtwg56NuFe9VeFqsEkOwZJjt/h97b4xksGRUX9DYSqq3rJKk+sQp8J5bElhZtrNLhJdQoiWhSkLLZSFKQZKPuui2lV7rdqdiumlA4mPMyKaspdk8lLkenp4Md2wubZ9Lj7ZOlHrI0lxtnqIVJdS3GaUbzzaTyT2emVbx+cP1Rq5ibsOFxMae1yMUzmJIXHhRdRJFFF60ZictmOwzBtp9a+zKqrA2kxUyXnqOa+USKiwq/U9Fdgr0fUXW3I7mPMrL7C8docHlUdjCehzYcjKb6ysLNudFlkh2vsIsrT5llTS2ycQqS6hfTNKkKhnObwRpbda8zD144zWuh4vTu0H+m9W+YkK1Y4+tmaxRMQo7NY3S8Ci5hPgsCjjZjTXhmLk969qNLRuyyu1+6k3yWKyzfQ8tw1QBMhkKZJCacauaq1QEp3KvPVUuzFOTdgopzte4v+E6fwzW+MSKq3tMowjKa9LMbIJsJuK5AyivbJFtSzFRHFNpJ9om58HmJtZsyX4hFJVWPzpFmfOv9pX2j+8SvtcdEMK4gsDe0+zs7ZiqVa1t3DsqCTCh3lTaVa3CamVkmxrpbDTy4UmfFcNyM6Rx7J5KSStSXERt+JzRpvQPWXKtN4VrIuqev+T7KhsphRkWT1NcwWbCGzZohq5CsGOs5HdWSGUyDi+sojx23kMo1/w870tuNjW03qE8za6xATWDkYEBhs1ImEOB2cTRHAsHOMRBMOHVwxYvLqm0dl8Yfhdlsxmvy20hWDW2r1FYr1KoPKTFs0MjOscxak2sSIYtcjVDWK5+8R4tKVckYdoUz0J51/tK95n/ABjz1F/tGPX5z8vj94+vj0iCxf0T1qTXyWzc1btn1mFSWfk9ucwuaTsdLazkNerE7zIJCjUW6SSoz2Oy79MWeUuGjFnd/V6mbl/Xx/OqSMN3dm+92X3sMwfNtRLlGPYLjV9ltytCXlV+P1cy0fjxlPtxTmzSisqKBXJfebS5JeNthvnI3HEl2jJNp/6K/UPIMdZtNRNSafTrIXn1mnGa/G058uLB6LBtHZ3EPLa6M1Z+sKlEpmIc2OltttZTFrcWyxffC49ODekhRq2q1IYgVsNtLMODWadahRYUVktzJqNEj4YhLDRGZ/NSgiIz8x7H74Xwkf1up8lfj/UHqIjb/wA7iid/q3FGNX72eILL+Tw0ltRldFhH0ynN8Taydgkm7jSi07WOhWgCUZQd4NTkaJBtKNloyca6pbc+F/wdabnYPuLv/p7dGwZpxEGOoqGEohhJgvGbjoZqd4tkcxmjEr5GFaQjvGVLujgZrPy9EtKIyM+IdtRF7PzRGXx/OgY/X70xJ3/zwjf+5Mov/uYL7tPuMzh01RzGmwPCs8ds8mv1TEVcKRi+W1LEhyDXS7N5pVhbUbDDDqo0J4m0rcSbrqkMo5nHEJO6MRDmd+fELgrcKeoMxZwV0g4liG3hMdULIUpThEsRFxo5OOU4EixGi8XlCcWd3i7NYzTnhK8GmsaRcto/TFDVWNAWVedjG6qzl+vA8IDJMEy1s4YUTRGURJDd2JGBBydmjOLv0zTnEfyA09wXBDsPlc8Lw3GMTO19U9Q+Uzxykg0x2HqHrL3qRPepdTo9Z3p9Xk6rnLzHZbxNcA1FxBZ+1qNUZ6vT27m1UWuyhk8TbyiHkEisbRFqrdKSyGuXXWKKtDMR757zTzNfFNLbDrb7kq8/UTUbC9J8Sss61AvG8exaocgNT7NyHY2Km3bOwjVcJpqvqIciVLcXNmMJ5WWXDQk1OrJLTbi023l6QDhAMiP88jJblvseBaqbl5HtgveNK0Ze3fDmL+vNC47K3MneJZDZvUMZO0EhT9s1kJYDqlpu7uQRnBIXSN5BLAcHYUmlHc3DeHG1pfD7T7s5TT+P0/iw0jUMXls5HHWggpxJUpWapyZCtk4tCAzVfKh2Os0PKAGKWJDwlZj+9Kyv9UMz/uQK/wCVIP3pWV/qh2f9yBX/ACpC9D939wgf2ZY/94eqf+Aw8fu/+ED+zKx/eFqp/gKJX/L3xbP6sbn/AP7YH/ilV8bZn5Ot/RHK6Um/3NuDkHf/ALTr7XCzw7ZXw3Y/dYfO1ZTqJiU6Wm1pqh/CSxt7GrZ7dNq9X2BZZYKdr5iCYW7EWkm0SI/rDBtOPzPWbqxSvSnWzTPW+rtLvS7IZOUU1NYIqp9qeN5XRQE2a4yJioEaTktHDTPlNxXozjyI5umwiYwp7kJ9nnqoK8avtamu6ky1vWQC1dTWSNO3A1MdArElCLs5KggVoClODxnJ2DCRXk5iPMhJkncnbfF6GwuiNP4rbW4G/oaiKcMcSvkjZcHZ7xXlAOQsWrpTiEVyCHF7JIV4QjWEwxBgKAAAa2t3QAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEUTbiPPfiI18Px1r1VP8A393wowKz8R/ZxEa+F/3a9Vf5d3wowO1mhotLRWkX9P8AnZR/uYa8yu5fo3H3AZvU2byzfqv2EABVLF9D9Zc3oSyjDtK9QMpx9apCGbegxS5tYMlcVa2pKIb0KIspziH23G1pZ51JcbNBkSi2GVy2YwmBrit53MVsLVOSIYFt2A1hzNKMpRFCZpQjIkownKMGd5PGEnZuIvxhtP6X1Nqy2ahpbTt7Ut6sKRyAx9SxcMMEJQhM0x1hknEUZkhGRJRaEZThF3Z5RZ6WgPo3FPcY7aTqTIamzobqsfVFsqe6gSqq1r5SNjXGnV85pt6JIIjLdDiEqLmLcu0fO337hk2jF2Z2fln9LO3qdn9Tt+lYOUZQlKEmeM4O7Oz+h2dn4dnZ/Szs/odn9LOq3aK8Q+qugN38r6eZG/EhSHmXrjF7A3J2KZAllxlZotqZTqUm8ptkmvW46mJ7TLrjceWyTi95Jek2sWMcQeijOoGMmhpFzRWsG8oVTI8ybjORxoTrNtjtktjl3ebcW24wtbbK5MKbFmEw0iShBRRhmM9FRk0pdbrzhD02W7ETCxnKKmrUs1V8aQ7GyKoyGa21zfopkhCMXbWoiPqIrEEoy6ad6leK/bnBX9C5HX9YEKGotPTq90wxfTuV7BwUGEeUXjKTgcwSBLPuOMYZAi0IlecOgfgD3f1Tht0sTtPZuHyejdWCu9mqQ8nDjLVUFjJvaqjm04jidg2RWK4OxGweyOyWUphZp4cwDfbvHjcvEveQtt0N+K59q6/gfynGcK4otLclzDIKvGKCA9lseXcXUpuDVx3rjA8oo4CZs9/ZqAyqxsoqTeeW203zcy1pSRmMkvElwC23EPm+Sa5ad6uYpJkZ2xjU+lpbCofLGH6qBi1HSQpsbOqK1sDnsPxKxD7bjVUptaZKSSs0lzqwV7pPsPlP6T+Pf3iVrwrmR8N2hxpMzT+bDDUlv37opIjbn1dRK9vLYVJ8SZM5t9cwe7ukM7PF6gPEOnTjlXqWAkoynbyjcNYCRxykcDRK8fpSgw2hIXSTu9BfBZT0ru5jNVeHzcLS489pKsYusaxo3L1OwHJDFRwbxd6ZwOUfktp5CaU2gMnccgzvIMq2Ge39F3xIVqWFQ7PTC/N0zJxNTkt2yqOZdpKe+W8WhkaT7CLkNfbvvsXaf5rfRecSU5x1Euw0ypko/Udscnt3m3+3Y+n8j4xLUns/bSjcSFhFfzXiP4g28tyaLG1x1chRoeQ3kSKxX6i5dAaYjN2UppEdDcO3QRNk0kkkRkfYWww20+7G9m7kczXw8tN4tsA1Vjns1ci5na01hokDAVogZkh5POTxJEY3k8W/g8s2yb/eH/ww+H02mreoxa0zf5Wyvzq1aN/DNWh5BKnIgTkPjx2RiI1wcIzGQxWjGb9UZNF3vzxj0YuK4dVIyniH1yp8epohGi2jY4uvoKeK++aGq8y1AzVaGySqSZpNpdM2p3mSlp5KzH28440uHnhuxKdprwf4ZUWlqp10pWUu19u1jMaWdjO9ck2NpePN3eoFy0ZykxlvOFBaYnRVRbCTFY+Txh5vshv8qtZV7k95cZHdzeU5txfWc23tZZoSSEHKsLB5x5/ZCSIuZZ7D4xdnif0iXB7L38/br2t09wb24NakSJAY6FcOIxXVDuPB7VSnOUrhBSI8hGkYUuj6kzGC8oyr/LxJ4vRlS9V2C2mxm0N7KglXs5otqxn8/wBqUgNOFHIZGMYY4dkIei0IVcrOUj2a061kYjQklcO2c5VqHwOOZ1ml7YZJk97jWus62uLRaFyJDjGa6ixmWGmmEIahV7EWMxHiRWENRosWKzHjtNMtIbTG1I9y3EhbhJeJj0c0Z5XYljCeIBw/9a3m+prh+3tPYjEehJp2Lt95luI68ONUFfcXxFCrihWrizIRDEOLQgOA7+eaMIQizRhCMXaMIxZmZm4ZmZmUseMi5av7Q+Du7ftlv5G9pWZznMSRTGKbF6YmQpSzeUyFITqnOc3lKcpPKTu7u6/QDxuR9xkPItx0N+K5/K5LhR16l8POsdDmbqpbuJWX9Tef10QmHHpmJ2T7C5MqM3IjO/4vgzo8GeyTXRefOtVB9YZYmSDOUnAnwbWBCtKubDsqyzhxrCusa+XHnwJ8CayiTDmwZsRxbUuI7HdbcbdbUpC0OJUkzIyENndJ9nYry7/4jGeD0ZvEQeY4bN0Kyie/IybAIa7TDpEt6fLescBOQxGdrFSX2ltsnTWEyGxHbVISZ19nFjQ4qY1W8tNL/FpthHIYuruRhqryyGIaNfJRhHly05P9Tak3W3pqEdxkeIpzmA8ZknANJuelHyf++HzJnL+zOo7rxxOo5TuYYhJ/QBkYxbymk31UumGQDFjC7lgQR2q0hCESzknd76uI8zTw868mXeWjGqJl9JYRebfVuImpdpEYlo8Q5JPh8165uwk6Karq38NsCyDtES/s9nd7PoGQ8Gz9Wh9Uwf1QyvLff9KnWZ/+q3+TrDfKPCjHdXRB2/hl09CD/oHkr7t+0kuf5EAAFwOhvxXPBSTOI1SU8AuSb7J30hwEk/SbuJkRF4H2iNin9Uvr/jEkLiYUaeAK927ObSzTVB/QqdhyT+BmI3xFt2EKoeDsbNtlnHf1tnrTfqx+L/wq/Xyiz/5telIf+jpSg/68tnG/oZeQ+nfY+w9jMj2PwMjIyPzIyPwMAFr+hvxVBVkR4VOK6ywPXKhk3eUZJI03y6CrEb/E760sLSr0/rTsLCxqrDEUyLnpFjlIZFKdcOO09Bp7S5ZbgyjjlYvZ7aLT/DsayfMMyoaKFV5Fn3yIrLrGIlTarx7HmrBiqky2iVyesoas5hKcSlKnDdNThrXuoRDq2eursq60aYr5L1ZPh2LMe2hMWNW89BkNymmrGvlJNudBNxlJOtOEaHEcyVFsZiSLwbag3DFbkPDrnEiTIzXRE11dTNnVM6ksLnTZm5tqXDplpWz2GlR7BFTWVr7K2m/VZVHkFDMakSZL8/o0S8Uu248SCvrPThGotYA1XJVQ9A3t1RWByHbNEUISseS2CVA2D2ZnlPrx3LRlWkUnVvwMb329Q3bG3WterKyqWI3cLetSLYahfnQPVljqxLJjRptbxwL56NWmOsIERZqEHcNwVUF7wxjelH05h3mitFqNCoWZN/g+YVMOzyBBKRKrsKyBizrpEWQpKyS/Dcy2RiqWycSpTTskyZNHXfJzJyOtZnilTnmIZThF96yVLl+P3GNWqoTjLU1FfdwH66U7CekR3UMTUMyFKZcU2skOISrlPbYVJ2/1aXQ2stP6pExJjxNiEzDFLpmWu79FgLO7s31oZTgzS+jy7croBu3oGtuhttrHQlhhRnqGkUVchovIYLkW7tKxJm4lxXtwCX6Ls/EHZvWoegC/fip4D870Can5piT8jUDSpEqQp2zZZSnJ8PiHu/GTl9YwjlfgJYNxv5WhkcVTkJapkeqVIhx37MMEgQbjOMLqbFopNdbZZjlbPjm44114M63hxpbPVZcStvmYdcTzIUlSebdKiMiMuv2mdWac1lhQ6g01k4ZTGGZ/pD564Sjz1DIKfRMRW44eBGg/qdvou0n87Gu9vtX7aals6S1thiYPN1mjLoI8ZDIKbu0DgMN5COCbxk0SilKPVGcHdpwnGPVwFeuJXRCz4fNXck07lqkSahlZXGG28lxDr95htm/JOksJLjUZlK7FBMSIc3pstslPq5SWCUyltxdBNyLvMhlMRksdnsTjM3ibPleMy4BWa5WjKHWE0GIOTwnGM4O8ZNzCcYzg/MZxjJnZsHqHAZbSudzGms9UehmsDZNUtBeUZ9s4JuMkWmOUhkj1Rd4EHKYyQeJBzlCUZP8Aax3ILXE8gosqoZSoN7jNzV5DST0NR31wbilnMWVXNQxLZcaeW1OjMOEh1tbajb2WlSTMhLS0k1HqNXdM8J1KpCbbgZhQxbNURt9coqyzQpyDe0q5K4zJyXoF7EsoTjhNIS45BUtCSQpIiJ7kfcZDLD6Oziix7TLGNVMB1Ftih45j1Fa6p4sapFe1MkLrI7aMuxWmTb30dNldS226mTVVsZpHVfatXnn0m4jat3im23t6v0fR1Bg6JMhn9LGb6kMCFNYp2pjEYYghESZiiL2DxZ3jEYI25cu8mZ7peBHeSlt5uHlNH6kygcXpXXoP4+0YNerUyNCBjVzGsWThDXFYA9mpJotIlm2THj9DQZfS9KjrK3a5NiGhdTISuPibTGb5gltxpZflFcwn4+NVshlyETsSTExqXImEpt9TMhnMmTWjnYSZYjR2rOs1vNR8zyjPMmfbkX+XXdhe2imTk+qtSJ8hbxQ4DUyU+5GrI7Sm48VlTrnQjRmmSWaWyMdVE0bZ6Jr7faH0/pUcRysUAtK0SD9US3C/W2yRm4xzkNzynEHci04V4hE/oGzKte925Vjd3dHV+vSQICpmLLxpBI3TMGPrxjXoimOJTDGZqwxzsxCSQp25nLF37ju4dmwvDsi1By3HcIxOudtcjym2h01RCb+alyXNeS0lyQ8ZcsWE0g1uyH17NsMMOPOKS2hRl1gzJJbn8Bmx9GBw8tQqmfxFZRAQudcpscc0zZkt10koVTHlO1+S5Ywf6V2DYyJsWVWRzI4r7cSNYktD0ayaUXzbqa9pbbaJy2prEImuDiwaQJOzNYvFaXYFL6Y3kOPTIx2hLueTBNIbSnFmf6tidpclvXuXgdDUXkCieT2snZi/S9TF15Qe4eMu0domm0oVafWKQpXrNUZngKc5xyXaL6UUGiWmeJ6a46TbsXHa1tmfZpYejO394/8Ap7vIZMd+bJVGdmWTkh4mOu63FbcbiMK9XYaSVUgAcd7165k7tzJZCxK3fyBSHMWfDzIUs3mQknZmZ5TnKUpehvS7r0YYnFY7BYvG4TD04Y/E4euGrVAPlhhr1xxCEUGd3foGOEYR5d34i3pQAAfKsggAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIgAAIoknEivbiJ19I9z21s1WL3Z5fl4ii/OXn8PvFY+JH/PFa/e3/Hs1W7f/Hy/FFx260MGUNFaQi/rbGUWfn18tWEz8/y8rzObhM09f65lz/CzGTf/AJ6dcvOXn8PvEl30cRf5EfT1W369rnivdnF+gt/qSRfRsIzoqZRa06yYtRx8YxjVvU7G8aiNy2ouO0Ge5VTUUdufIdlzkMVNdatx2UvSnnnXSS2XUcdUte6lKM9F3t2rt7s6WxmnKmWFhp08kC7IxBSM3bHWuV5QjCMoczd7TSbmUW+g7O7cs6lbw1b1UNhNc5zWd3Am1H84YS1jBVxHhX+uPdx1uEyFmMvSNvIXhJ4jnNu40mjLjh8m/pbixVGVaLnBOn/LH5EzZGRtxXo53iKE52MycVVaxm1dRqvVPlZcuGtwkktbkw2+fZRoxA85efw+8flxxx5xbrzi3XXVrddddUpxx111RrddccUZmtxSzNSlGZmpRmZmZmPwNv280X+QGjcJo+OVlmo4SJoRtEEwZliWyaw3ImIVoMNjdqEe5PphCLdT8LRt49wm3a3K1RuJ8yQ02+pZ1pvSGbyiIXr0q1N373Zr92RfJ+8SbhG7kJLlvtfl6hF3b/0+sZw/RR6d2ldhmrWp1nANiBlkqkxjFpUhuS1IlRsZbu5OSS4yXWkokVLlha1cdDzanEqlUcxg+RcdZHY/wr8DOo2v1rTZBksG1wbSBTyZVjlkthEO3yGvaQxIKHgtfPaM57ktL6G27RbK6uKSJD3NNkxU1kqRriGF4xp7iNNhOG1EaixjHKxFbUVkXnNDEdslqW48+6tTs2a8+489JkvrckSpEl2RIcdedcWqrXiw3b0/DSl3bbCXQ5fMZYkHyHbdjDpBp2e52plhNojvSuVoR7DsSYRDM54BlOu87reA3YPVcteYzejUONs4LTmBAV8Q54OGWVsZGrKt3xCIPrLjRULRpxtR7YzWi1fJSniC4OEOjqb9/N/T6x45y8/h944gF2eh/wAFzc6GXLzl2/rFv2dn/wDRK54SF9Thm0PVuRl+bnG0kZf9jgoQovpJaVF9QigiVtwfbfuYNDtttvzfUnd/3tYqP4y4cbaYB39fz7W/uDJq/nydUGbeXVkm9f5MWm/6Vw/+BXJCHTnxGznWatr/AFk5dkxHt2lum7nJMt/pITFhDs1I/hBzn/ZjlP8A8+sBofglbme5bN92H/nyilD5SqDShsvJ/Wz6jb9mCXT+cvP4fePPU27ub+n1jhAX06H/AAXLPob8VIh4X3CR6NVbqi+a1prxBur2Lt5W8q1OWZluf62yTEeInEn3b+4SEuGst/RjWX9yfiPP605Jqrt/EQjzI7vr/mIVP8PkOdz/ABLOz+htQ8f9IZ5Xy8W8erZvwdc+qOk/58Vpr/Ay9jnLz+H3hzl5/D7xxALYdD/gqG9DfiuXnLz+H3jvemOpGSaS6g4hqTiDzLOQ4ddR7eAiYh9yBNQlDkawqLNqLJZdeqJ1ZJmwpjbbzLjkWe82l1s1cxU/AfPbo1r9WzRv1hXqN0cwmCaDEEYRIvAgijkzxmMkJPCcJM8ZRd4uzs6+zH3buJv0cri7psdk8YYditYASQj1zhnEgTBKN4zEURIxIMkJNKE4tKLs7M6lU57qNjWrXB1qhqTiTz0jHst4ftT7WCmQTSZcR78iMii2FTYFGedaTZQrWPNhTEtOutokwHm0OuEnmOK51NjMt1dmxdh9ncR9nb5i+vhW4j04TpTxF6FZROjxsb1C0g1YtMMmTZECHGqc/b05uo66w3pRNqeK7gRIkZhrruKOxrIUeJFN6xfWdh3tM/af3EX8wgDYvbq3tjlNytKkm5sa16rbx5ZyjKZqNgJGDKbxjD64UhErWH7Y4yOAkxR7MhylafxPbrVd68Zs9riPQLLtiLOPywBDIIYMtUsxnagKJJE+oNCyG3WixT9uvZEMpZHgWMOXnLz+H3jz1Nu7m/p9Y4QFh+2/3sqlvCPD+tST+KRZt+j7vlJPYy0z0rb+p26whhX/AKritv6EI25uJL9U1bfziSDxXrNv0e2QLTtv+bnSMu3u/SZJgST+Cj2EbcVN8HH0tsc/FvXHUFx/5Hx+K4/mV9PlEo/5t+mm9PTHSmP4/wCV89/k/wDIuXnLz+H3jz1Nu7m/p9Y4Q7PaZEXtM+4vM9hbLof0fj6P1qhnRFmd3f0Ny7/ob0v+xVl0cs5uG5vjeoicYyC9m4ZMrs2xCNBmu00CXkuPZDXfIUq2ntQZEiXjLeQNxmJUeC0cqwkPx6WNIizrGM4UkzQjib0b1ewStt8cyiipZNcpFDaYvayavHbKomwrCBj8Qo9M5YKNuklybCl+TVpUZLbuokZxLM3qxGow9vZZVRWF9iuTJs6u7hzo+MZM1JU6dhVFiUGXhzlMiAmS00iZHqzn17ynDU8cc3IaH48d+ciX9J6ljQZWP0shdfBo7eRW0djmrDT+RUDcxx2utr2XVWSnlsPyI1XklL6+xEjxJ0ViJGr5Ha/Mdm1/3c2Xw+7QcVYyOTlicxUdmq2642sRasWIyGC4/qvLBt0FIB+9XJCTkLxOMoV52x8P/iK1DsMfPVMNgmz2n7sI+WY+2YlR3vRnOvXuMfpPHHy6ywDabtWYkHGvXm0Jt5YGX77tuzt3/p2bbD0mrKufREdYsITzc+Q9EguNS2HETZccpSpEaItDhlJkITBmmtCOZSShumZETa9se/BJxr4zrXjtXp7ntvApdXqiKcaMU2dJRD1ArI7qm4M2ln3Ux56blKIXQKdCekyZso23LNhx9tU1quuu1N4fNH9XYGRxM3wiomS8qgx4F3kNa2qjymwYgLiPVSJuR05sy7OPEm11c+xGluSIZO17XUjONpNs+a2e0VY0Rqq1pfX8LWCJUd+TVasLfdH1SjCxWGezQhYrleP0CNYE8eJRnBiRkOPZTS+5FbcbQtDW21fkOq4ZBot5PfvkxrVyu0CGqXDVKOVnWt1YTaM671CMTqGSJnFOBS1lMkLSaVElaFFsZGRKSojLuMj7DLYxgj4weFePpFr7pvqVpjg8qm0lyTJcOdyD5JNMjHsTzdzL+nPjx4DLRHiuOS4i6dyIysziNzH5caEqPGKJAj0i1yveKPgq1aViOP60amv4o3XNytN7C/ul5JjlliryUNFHTit+9PqWbGBKbehPJXCacSqMmWzHYjS4qnLrdD/Sc0uWwqzAte9P5dre28+lx2Jb4bW08+hyRVlJRXm7lGO5Dbxk1C0vLjPOriOymZC3XOlChNtNsu2k0DtxuRtUbHbh7c3q+6Gis6GHfr1HJVsWaZG64mnTNLgdivP0RGI5ziK8wFH2pHeNIt2t3dm98aeX2j3exFvZbczSxSzrXsgMF6nj8iGY4SrCyFWXdsVbo3eRHlWq07VeA7ArLmjT5uw48eHNWvWkEixx+C9M1H00Zs8jw9mN8pPSbiA4yw5lOKswa9l850ybBrozsFCYzjzlhVRYrb0ZmXKdEZrqEex9p7kRkffuR9pGXb3bGJoYjnekX4bD0g1QXqTjFepnT3Vawm2JIjR5hwMbzhSUyr+lckOvvIjNT3FSbSC2a46DS7OiQYqYtUo0/X4RN0XEY21WXNzCw5reIm7Tk/c6XNdpc9UmjB4RneCzDhCMo3pELKZQwWK+UA2OGevT3x09V6T1WBQ1BCHbi0xvKAMbkelhxnMsJSjjrRJmK7h+bIiCIdewSWO3qEXdv/T6wNZHtvzdhkZfSXd7RxAL9dEvvXKztxf71y9Qi7t/6fWPPV81f0+scIB0P+CdDfiq+cNui1txBav4tpzXnIj1smR8rZfbMkveiw2sdYXfWKXUwpCGJy2nWYcE3muguytYTLzjTbqnEytqCiqsXoqXGaKGzXUeO1NdRU1fH5+hAqqmGzAroTHUWpXRahx2W08ylK5Wy3Mz7RY76PvhwVofpGjJckgqj6i6otV1/fMyWJkebj9A2wtzGMVkR5UgyZmNMTJUyYZR4r6ZVyuDJS8VbGdF/A5SeJHdGO4etpY/Fn7ml9JuWrVeMhzhYsdfFu7CY2fqGaQ4CB9YQcgAHYF0PZJF+6Pgy2O/NLts2dzdF6+udwGDbusSJIFqUoNN8dj5DJP6sgoFLZtM4K9iNm1OpZiTyIEogABXdXCQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEQAAEURfiRUbXETr8lX6357NVt/b/o9yD2794ov1/L4fiKwcS7ij4juIFRkXztb9WFdxlsR59kBkRlv2HsKJc5+Xx+8dzdJg7OltNhd/SGhUi/Hq5iAbPx6PVzzx+C8z+tIuTWOrCOzM88nffj7ubRXXu9fy+H4h1/L4fiPS5z8vj94zbcBfCPw761aCMZrqXp4eSZSeXZJUuWZ5bndKRwoJQFQmSgY/lESN8xuQr5/R51dQzWpWydtY3O3L0/tRgqeodRVLl2lduDpRhSGAhWIQNg7SlE9itDttCvNndiPLqlBmi7PKUdz2b2W1Rvhqm7pLSd7HY7I0KBsjMmSLZCBwBPVrShCVWpcI5nJbE8YuKMHhEjuRpRjCeFbr+Xw/EOv5fD8Rm+4s/Ru6W4/ptm2qGi0i1w6ywihn5ZZYhbXci6xOdjmN10u0yT1CdeLesq68+To8iSybs6XHechJgtRGDkpkMYNOpv+r2+w+z2+8fvtxuRpfdLBTz2mCmYICyAcFmERWK5WZpNAsITKN+scoFhMRSieM+jrYwzCF+W7uzGstlNTj0vrIVadi1XharWqZJmp2gTeUJSCQgQFaQjQIEojBCaEoMTtvXNXMat2lPENrLojLaf0x1Av8ahJmPTpWOIkIn4jZyJTSWJb9nitm29Aly3I7baPWTjlLaJCVR5DLiUrLPvwh8cWOcSsOdiuQ1cbENVqeqVYy6aI4+7QZPXMNJRYXGLPSlKciqZkLQb1bIddkMNSWnWZM5pEt2LGa5z8vj947zppqHfaV55imoWNOrbuMTu4NuwymXPgs2UZh0isaKfIrZTL/yPYVq5cGc2hxPXh2D7C90OKI9P3h2M0tufhsmYeMBQ1qwZvTyMGYBJnjBuyK6UcJSPWd4sJ+7A714TnOvFp8tLfNgPEfrfZHPYcMcvayW3bHi1/Du/lAo1yEnKwbHBNOMKtyLlJYi4CV4WjxHG284cPHqfX8vh+Idfy+H4j929bY0NtaUNtFcg21JYzqi0gvoUh+HY1sl2FOivJURGl1uUy6hRGRHug+wfP5z8vj94m9oxdmdn5Z/udn/ayrg4Xi7xlHiUfQ7O3Ds7evlnbln+/le4bxGXaWxF293gX0iVPwQWkS44UNEZkJa3GW8TdrFKW240frdJd21NPRyupIzSmdAkJJW3KtKCWkzQpJnFM5z8vj94v74OOOm/4aEzMMyamkZnpXb2KLI66E9GjZFiNnIehM2lvjz8pBItYr1ZHXz1Ml6MwuW2zIjzYClz/Xq/+JPbvUW423oMXpavC7lsVka96NeRYCkeEA2a0ximV4BYkWtd7kpRxeApxi8iShB7UeD7dTSm0G6tzOa0syx+BzWItY6VmAimasWdmncEQggQIeY5+Ryr8CESTEMKc+gMSzjJhMySW5/R7P5xDYza4hXGY5VbVzpSIFnkd7YQ3yLYnYs61mS4zm2/ZzMPNnt3kZ7H2kMt/EF6VGiyfBLbE9DcSzSlu8mqrSnnZhl71fjs/FmJzKIvr+MR8Uv5zsi6OO/MNiUcyEde+wy+2iWZ8rWFvqH4J7iLsLYuwtu7caR4UtrdY6AoavyWr8c2GnqGdKFatMkJ2WhTa25DFiN5wEMkrMYBjInek4iymKA3DM0keOTeXb7dbK7fYrQOZ/KEWkh5Sdu3AJR1e5kJY9hABM8BEMQUaU5nnAT12YwYjOUrHGD3ev5fD8Q6/l8PxHpc5+Xx+8Oc/L4/eLcdDKh3a/BlIj4b3Cb9F3auq35W9JeJRatu/lTkmqqj2/2oj09Tk7NvP+nb5CRxpTjEvD/RjT6qzUg3ZXDjq5lfMwolF6hnlNmudVpEZf8APU1eRxErLvStCkn2kYjck8pXae2/d3fiKmeHaY7O5PiVsCl1CNqN5RdnZ+YyvZuUX5blnZ2fn0Px6fQr1eLUBR7S+EEJxSCUGkoQlCcXjOEmxmnWeMoybmMouztJnZnZ24dl73X8vh+Idfy+H4j0uc/L4/eHOfl8fvFs+hlRXtfgyrhq7o/kWkiNObCyS/Nx/VDTLCdSMXvfUXIsOU1k+O1tpcUhLJ5xs7GrtZj0Z1BO9Vcc4c5xmOic00mjnX8vh+IkW5nw5xeJHgM0So6+PHLUDGNDtMsm06nqYgHJXeR9O6FcjFzmzZUZMSuuYzSYTqnJTMVmScKxkpd+Tm0COXIakxJEiHLjvRJcR96LKiymXGJMaTHcU0/HkMOkSmX0OpUlaFESkqSaTIjIyEF7B7oB3M0mYdwrvqfSxGqZCLtw5G6iNUtxfql1NZCJ2LJ+h3tis9Ihh7XVZLxObIE2f1tVJjq/GjNZga9i589TDk0RPeoyftjaMqhyxcUI93ponpuQ5Dubp5+v5fD8Q6/l8PxHpc5+Xx+8Oc/L4/eJ06GVbe1+DL3ev5fD8Q6/l8PxHpc5+Xx+8Oc/L4/eHQydv8GUlPi+WaPR4Xqi9mBaIl3b9+Y6bkI3SniI9iL4e33iSDxml0vR45ChP6qcK0Rb3PtMklmunCS7fHckl9YjYG4Z9uxfH7xUrwZQi+1edny/VPUFuL/ojjcS7ftk6vh8ohFpb5ae49X5K4/1/wC++eb+he71/L4fiPw68noume+5IWZbF4J3Hq85+Xx+8cT7iug/ty8xMuGnf9rkMk79vdzbC2zRZnZ/T6Hb+dv2/cqFHC8glZuPTGXqb+1dZp/SjcOJ1suJxH4lXK9RsnqzH9UY0VqzknFszbRX43mb5pbdYr619lmFVS1LciMpmFVky1Ik2MlxOHiusY0SSb8qGqcgodk0y2iZJr1sTpNbLjVlk1KhrJxLsOxdiS0II+V1UEmnP0a1iY5meIY7n+KZDhWWVrVvjeUVE6luK51brPrEGfHXHe6MmOtLsOUkl87L7K0PMOtoeZWh1CFlEt1+0byLQHVXKNM8gKRIKnlE/Q3j1dJrY+UYzM3dpshgNPuOJU26wSmpCWX5TUafDlwfWXXYrhinvhO3OhqzTFjbzOT7+Y0oHms8u5LynFSmw4xnKcyczpEJCt0t2htVnUgMcnGaS6A+OjZWWidbU92NN1/JcDrg7tccbwg1XOsxDynCMIDeDZEA524vyab3K+QMUg4lANUlU7unYti9mxFsW22223dsLo8N43eKnAqRvHsc1kyD5LZcJbDeQ12M5pKjNojsxWYcSzzWisZMOtbZjsk1FaeRGa5TNtpJrXzWoc6vH4F9wc6vH4F9wtTmtNad1JXhT1FgqefqDl1RFdrBtDjPh49cYHhOMZcO7dTMz8O7faqSac1VqzR1st/SOp8hpa8eHbmbG3bNEsxtJp9uZKxBTkPri0uiTvHlmfhVz1d4itY9elY8erWYnlZYodz+TyfkDFqNFZ+UCqo7Ykfk3RwzlE6VJV/5ebvJ6oXS5OZzn6npg5vqXp3849/y5xEi7y7TyCvIviYpxzq/Ed70tcP852m5ftZ9hyT8djyKuH0Y3DYnC44OKw2NBiMZVafar1QjAAfcJMs+gQoxhHrJOc5dMW5lKUn9LuvnyuXzeps0TNahy9jO5m/MXft3Dls2TduEAj7pzSIUnbFCAodc5dI4Qg3EYszTIxR3XvRrHtfNLMo0zyH1eOm5i9akuXoKLB7GclhEp2jyKGwbzS1PR5Z7OoafjqkxX5MJbyGZLu9YgHDDGZK7h8jQy2OO9bIYswrACtw7jMGcSCJHlnbmE4tJuWdvR6Wdl6W8xiMbqDEZTA5mnHIYjNVzVLQJ89Bq9gchGFLpeMmiQc5Rd4yjJmfmLs/DqGtmmKZHp7lmQ4Rl1VIpslxa1l01xXyCIzZmQ3TbWtlxJ8smG4kkuMPINTT7LqHmlraWhR9Y6/l8PxF4fpClbcX+sB9m5vYTv9enGId4sv5z8vj947caJzB9T6L0hqW4KFe3qLF4++UY+e2MluoKxOEOp3l0RkR4x6neXSzcu7+lebzcTTFXSG4GutJ0DTs0dL5nJ44BC9PdmGldPWHMrwjCDklATSm8IQg8nfphFuGb3ev5fD8RfbwAcPLevOsbdrkUBEvTrTL5NyTK48livlQr2zekPrxbEZcWabnVhzJtbLkTCOM8w9X0suE6uO7NjOiwXnPy+P3jPN6IcufTrVwz7/y1pC7PAqJwyL3mfvGib/ajyWkdotZZnDGevkuyGsMrSnCYWvWgUyFFMcoTgYYjkmAkZM4zMMnpaPS8meFzSGE1pv8AbaYDUVeFzDkt2LZa84QIOy+Mx9zJhrmGSMhkrGPTHC0KcZMas5Q/R7nXHLuAAOOi9BKAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiiCcTi0p4kuIMkbmRa4askkyPsNP5f5Dse/wBGwof1T8/tGK2cThbcSXEIRdydcdW0l47I1AyFHb57pMUOHeHTsWbT+D45/sSv9n+5RXmo1R9bqfUhfV3Mhdf9dkrrl6p+f2jGbX0f/F7w9aL6CuYZqpqMjFskLOshtGa1WKZ3d81TPi0yIss5uN4xNjpSbzEsjQbqXC6O5tkRpNWEUBp+6O1mA3awNLTuort2jSo3B3YTozAMrlGGwBoylYr2YON4WJu7MNpdUYO02ZnaW+bObv6m2Q1Pe1ZpSjQyORv0C4+cMiKyYDBNYq2ZShGrbpkYrTqDaMnLKHRKbPB3eMo5vuLL0mOneWadZtpbopV393LzGpscUss4vK9mmx9jHriOmFdOUtVP6k+zkyaqRZxC9bjVioipCZbSnlNoQeEUnVbdvf8A2p7F7hxEW33ewvoHkfRtttlpjavAy0/pcJnCc0jnsWJRLZsmlGMOspGjCDNAcIDGIIxBg0ZTiPulMQvz7tbu6z3p1KPU+tD12s1q8KtetTC4KdUEHlNxgHMhSu5CzIUhTmOeUp9DlcIgjHy9U/P7RjwbqvYSjM+wiLmUZn4ElJGaj8CItzHGLyuBDQ211t4iMLT6i45h+n1pXagZrYuxY0qsZhY7NbsKeknszVE3MK1vI0GCcdJLeONJlyktLYhyVN7NqTPY3Sen81qbLyceNwdclk3HTGU4jblhD65RjIxp9IQQeTOQxIDj9KTM+p6M0bl9d6r09o3Aj7mW1JbDUC7xnKA3LJoyObtxnOIK8Oo1gjQkwwjmR26Yuqh+kg0FXo5rxLyilryj4Lqw3IyenfZW4tiNlDKmk5vUO9eY66Uo7GRGtN+RmKTeUIjxCMorqGse/VPz+0YmL6z6N4Nrzp9b6cagVvr1NZG1LhTWOk1cY7ew0OprMjx6c40v5PuY5vvpSvlU28xKfhym34UmTHdjD8SfCLq1wz3Uz8qqly5wF62XAxrUqnjrXjty28SXq5myQlxxeLXzjDhoVAmKI1yIUtMB+wixymOVk8M++OE1bp/C7fZk0cbrHAVhVa0ZSfoylWqKAhEBKT+m6MMYtarvKRDdE7oeRysCqW28Xvhz1BofV2d3K0/VnltC6rtEu2ZCHDqxF24aUjBOMTRaFAtifVUtMMYQyOPHl4LGuW7bB1T8/tGHVPz+0Y4gFuO3+KpJ2/xXL1T8/tGHVPz+0Y4gDt/inb/FcvVPz+0YqZo3plkGtWp+F6X42S0WWX3TMByaSGXkU9SyhydfXz7MiWwmRHgUcSxmLaJ1Lj5QuiyS3nG0K+Lp7prn2q+SR8Q03xS4zDI5KUOprqeKb3qsVyZDrzsrWY4pEekpW5thCbfnTXY8KN60hUiQ0g+YSVeC/gypOF2hn29vNgZLqnlUJmJkOQQ2FHXVFWl1uZ+TONPzIjUn5LOW1GdlPOIYXOegx3HYzJR2WmoK3w3qwu02n7MQWQ3tbXwv83UXdpvCU3lCFy2KL9bUxygR+OYeVEFKvAkPrShsZ4d/DzqHezU9Qhap6O32KsRbKZLpeA5MPoITH1Cv6J3jDnBn6Gn5FAw7J4dMhDNWTXumqca4WtaMeooDNXR0WgWotNTVkUjKNXVVZp3cQq+BGSpRmmOzEYZbQRmZklsiMzERMnNiLbfuL27ewS/eJkyTw38QK1b7I0S1WWe3fsnA74z+Ah/F2dggDwOxk9Lcqb8v1FxPp9bu7QyLvzz+lvSrO/KMSj85bSAjHpYVfMvwzehmcmMaLN+DdD+j7PQuXqn5/aMOqfn7zHEPB9hGfkL5dP6f1f8AiuanT+n9X/ipgPDIW3Dbw+FufZofpOW/t7MCoC3+kYYPSh8ODeAZ7X644pBJnFNTJi4OWx2U1zEeo1FRHelrmMRIzbK/V7qviTJrq+nIUdnBspEqSg50Rk8zvDCalcNXDypW3Mehukxq27uY8BoDPby3HctVNNcZ1h08y3TPMGXncfzCodqprkVaG5sJ0nWpdda17jra0JsYVrFhTIxutusk/BbN1p1vmbVxp203Gt7V7ox1FHrLjHsHq5EMGjKR6JT8maDTeDd0UojsB+sE0jBgOZGFMjP3y3X2lqb37JU9JynCtmoU6d3FWSSnCAMkGq7Bcrw6vqLEClqWXmKx2wWCGEJ7IgEhDU6p+f2jDqn5/aMd31Q03ybSHULLdNMwZYayDD7iRUzVxfWThTkIJD8G3rVS47TrlVNrX4cuKp1pp1Uec0pxppZqbT0MdjadqpkKlXIULMLtG8MZgGE7TEYJYtMZRTi7xmMkJNOE4u7Si7Oz8OuDOQxd7FX72LylQuOyWNMWvYrnhMRgHDOQyhKKfExlESMoEHNmnCcXjJmdnZcvVPz+0YdU/P7RjiAfT0/p/V/4r45D4Z/S78/5fepLvGYrl9HRkhn/AKSNDf5c6bCNP1d+0t+3t79u8SVeNA9vRz5EXjhWhhe/O9NCP4GYjRp9peB7e4VE8F0H/NdqGX2PqG5/e7FP/Sr2/KGwZt88DL186WoN+P8Anvnn/D71z9U/P7RjiedV0Xe//K1/139qfkA43iNTThJ7zQrb6dj2FvIj63aPD+l29fo+1vt9KodMbdBGZn5eMm9X3s/4qboMb3pIeGgtYdKl6l4tXdbUbSeBNs+SJGg+u5NgqCVLv6N59+Qwt5delL9rCTzvuEbE+HChuyrQtskIfWZeZHsZeZGXcY4VaM1ZldDaowmrcJKMclhDMWDTbmBISjIZgkb19s4CEAR4vGbQJJxzhNoyb0k7h6Fwu5GjdQ6G1DGT4vPgkGcxv0lCSMmICyF35ZjVrEBnE02kOUxtAsCClMcoSnVPz+0f3B1T8/tGL6OP/hqTw/ayybLHIfq+mmpbk/I8Pbb9SbYo56FxnMnw9iNCix0RIMCfPYcgNIYJtmrtIMbryZEeS4LEh210rqTF6z03hNVYQjlxedrwOJ37byh1cxIEvaIUbWK5Ykr2YQJNhWBFE8neDrzxa10Zndv9V53Rmpa/k+b09YlXO0Yl7c+OJCsAcwwlnWtBkOzVLMI3NWMIvRFpszcvVPz+0Y73pY7tqhpsZke/5wMNLx/0R1wp+O+aWbfnQ02332/L/Du7x/KGuGelDqjJuPQ7P62WthhyUfr/AIUfW34spmgAA4DL05v6HdlFg9IQ/wA3GHrP37lOxBJ7dmxNae4k2kvcRCzPqn5/aMXi+kGIv3YmtJ/9scTL/wBn+JmfxFmo7dbTxb81e2XDP/oewv2c/wCp1ZedrfATR3p3f4fn+ujUH2ev+q1v8f2Ll6p+f2jGev0QaubTjV4z/wBO9KXfv/0AUMB4z3eiA7dONX/7XN6Mz/21Coi/iMRz4qI/5husH9XSTGetuPXlaTfzuykjwbs7eJTbOTf6V8z6249EtPZaPo/R1c/jxx+KzBAADkWu7iAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiAAAiia8SmleqM7iH15soWm2oMutsdaNVbCvsomHZE9AnwJue5BLhzYUxqtNuXDdjPNONuNqUhxC0qQZpMjOgDunufRzNL+E5owou9L2OXTSi+klwCMhNJAXzxfjdbHUKNCe2HlDUgjF1Nm+31OOEY9XS+IJ09XHPTzLjnjqfjl+bWT+TzHkMlfvw3dlWa8cpuh8AxOnukkTp6vnofPHVxz0tzxzw3PDQoJeO38FSUTqC8iKV2pRIrZsdai8SJ2ORmQ+a7Dksns7Elsdm+z7TyNyPftI1ILs7D9wm4gMlHx1A9PVtRJ2+zjPsz/AI8/1Ddn/D0Nx+P2YuXycpH/AIG9DR/Tpx3/AP37KEJuRnsRL3/Z7eb7O++w7fjGA55mslcLDcGzLL5qE864eL41dX8okboSauhVwnl7buN9u2xcxeImmbq/bV7y+4O32mZ/SP8AEvHTHom0NqniR2fpd87yzP8AY7xbDRd2b7mlHn72QXycpIkg595u6Jn+lGGnXhJ2/Cb50jM/r9cH+x/s4eL3or6OTiU1ZmQpN3jD2keIuPpKfkGorLtXcIjsz4kWwaq8GLltZdsmI+/IjNzWa2BKKEpB2bHO2tUgrh64ctOeGrCjw/AIchbs+QifkuTWimn8gyezbQttqRZSWmkJbiMNOOIiRGUoYjoWtSUqfekvv16AVr3R3/17usAWNzJg4nAheMvIKMSDAUkJylEtiRCFKebcwZoyIwIOKBBhgXrnK3Gz3hp202XMbJ6frWMzqOwzxfJZIgjWQjmOMJhqRCCuCsGbtOUniKVmbFmI1koWGOAetMhxLCLIgz4sebCmMPRZcOWy3IiyoslpbEiNJjvJND8dxhxxC0KI0qSs0qIyMyHsgIRdmdnZ25Z/Q6sCrENTPRvcKmo7q5kfDbPTW0emNSpNhpfbpx5h5lqKiImuaxm0hWFJVQORptZlAq4jpupNxTpmt0nLUMk9Dpi8qwccw7XjI6GpNRGzCyTB67K7BCdu0nbOsySmbdVv27lEQXf2d22Z4BMOA3/3j00KYcZr66UUunhrvZyXQ0W6WiL5xFacUGj6OgfRD7Wi0mZ1BepfDNsNqwwrGY2xxwyiafpoPZxHX3JuScitiD0WLOU3eTkL1k5k/wBLh3WF2B6HTHG5EdVpr3fzIqSb9bYgYHArX3jLbqnGkyMplJikr53KS2njTuW5r2PevOI+io4WcdsCnXp6k6hMerusqp8rzNNbVdV1HIUttWA1NJNS+gzUaCVNW2XZuhRluMlID6sz4i9689WjUvbgWgCi/PNIVTHF5/8AnY6vVNx6P4Pc6fW3HDuz/BgfCr4ftOXPLsdtpTsHeLxeN8tzLBdnZ2d/JsrZu1ufTy0mEzxlw8Xi7Nx03BdO8E0yo0Y1p7iOPYbRoWl9yvx6qh1bMuWUdiIuxsVRWkqs7RxiLHS9LkKdkvdIlPOrV2juQAIctWrV+1ZvXrJLl24SZTGLORClKSTyIUpJu8yEnJ3lOcneUpO8pO7u7qeqdKnjqlXH46oKhQojgEIAjiIIRDi0BiEKDRgMY4RjCEIRjCEWaMWZmZlRjiPgTrXh514q6uFLsrOz0Z1Qrq2ur4z82fYT5uEXkaHBhQ4zanJct2Q422222lS1rcSlKTUZEIpiOH3Xt3l6OhusbxKL5ptaZZosleaVJpDIy+gTGgE+bIb9E2Yq6irD0tHUT6gJWm8pXXq9ryaJo8NFqtjr6+9zzzDp6eOJc+is/iH8NY9/LulrhNZS0q2mRWx9MaDXHP5VMEnfqe7V7fR2GbjpJ1dXPMenh4eCeGziLWZIRoBreoz7fmaWZ0r69yoT8Ryq4ZOJFLnSVw+a5JcMiMkL0pz0lGR92xfIBb93gJhQCbieOTJu/wBVtyCEfulkySf9bUo/zKABfJ24OLt3t0rZI/b04sMX/kd7s+P1OqO8PFTa0GgGh1De1lhS3dJo/ppUXNNbQ5FdaVNrW4XSQ7Cssq+W2h2DYMS2XWnmXUIcacaUhaUqSZFWIAFGL9t7967elDtvcMQvSz8tHuTlPpZ/Ry0eeGfhueF0RxVFsZi8bjIk70cdXCBpu3S82COI+p25fh5dPPHL8c8cusU3pOeFe21Yxai1i06oLnItR8LKuxe4x7H4Nzd3OV4XZ2xtwU1VLVxpC5VnU3Nq7I2bZaNdfZTnH31lCiMlhN/cy8SO2/7nfXcu/v0l1BI+zyPHhMLAWf2r8VOodttJ1dI2tPw1RTxpCvVIW3KuQACO02rctXM5BjK5ZjebvKECMGPSEQ4RqDvJ4NNMbr62ua2qanJo+1lBC8sCGk1kdi0NnhK1zO0FhSKKIYkGODRkQczyeRTEk8PUuGPiUV3cO2vHj/BDqJ/g8P0XDJxKc3J+5116UrbfZGj+oij27u78nBMIASE3jjzP27e1f+UC/wDdVFkfk7cLz9PdO07fhihM/wC28/8AMqLO6WYpqdoZj2l+qWNv2uOWeIYNHyLG5c27oZJy6Bujt40aTKpZ0SbBfYuamIpaEPNqM45tOkptS0KocXo5uC8jMz0UQrctj31I1fQXcREZE1qCnY+z6zPt3F7QCnmG1zrXTlUlDTur8pgKBSyNIFLIW6oZGnGEJlcQDQg5JQEOEpuzyeI4Rd3aEWa+GpNvNv8AWOQhldWaEw2p8mMUQQsZDF0rpoAhMhIhiWyEpIiiQpZxG0uiMyEkzdU5O9kH73DwX9u2jSk7mZ7FqTq7sW/sL+r4ef3uPgz2SR6Obkk9/nahaprIy7uRaVZuZOI8lEe+/aL3gGZju5uvFpNHc7UMWl6+M1km/l/sn1rAvslsy7xd9o9MO8PU/wAwYr0er1fvT0epvV9zIAAI9UnKl+rejGmmuuLM4XqrjKMrxqPbxL6PXqtLymXHt4MabDizmLDHrOJJZdTFspzZkl4kqRKWlaVEYtrP0bnBfvuWjjpeRalaucpn47fl72fQXZ5C+QBtuH1/rvT1JsbgNa5fB45pyI1enkrlYDEm0Yzn2gmgPrk0INKXT1SaMWd3aLcaXntttutVZH531PoHC6jy3bgLyq/iqNyx2h8uMfesAITtw6pdEOrpj1P0s3Lqx0vRvcGCe7Rxzw/hJ1c/w9H0Kn0efCDR2lbdVekrkayp7KFbVsg9QdUZHqs+uktTIb5NSs1Wh4kSGW1cjiVoVy7KSaTMhekAyf52d1Ono/OXqDo9XHzzkeOPu48p4WDfZDZeTs8todLu8fU74DE+j9H709HqZAABH6lBRoOOLQ7W3L+KnV/IsX0c1YyWisLeiOBd0GnmXW9VOQxiGPRlLh2VfUOsymkuMrQZoWZEpsy7yMWmL4beIlHavQLXBJeKtLM6Iu3u7ToBMRMt+wwItuwhdXSfjHu6W0rprTENACux05Qp0ImfJTG5Y06467EcbUp9DzYfU8WnJou/HL8crn7rXwG43WOsNV6tlubYx09UZO/kXA2LGVgvetFtOFiPfg5GG5ehpvCDyaPV0x54aHYvhw4hmy5nNBNbWk7kXO5pdnDadz7i5lUBF3b+4ZsPRR4Nm+DYTq9DzbDssw+RNyjG5EGPleP2+PvzWW6qwbeeiNW0NlUhpK+RKlIIySaiIz32GWQBr+6Hiqubl6HzWii6KFhxZl6rvYjfmeQ/Jrle43A3qCaXXKu0H5m3DSd/S7Mtj2f8GFTaXcbTu4INwy52eA8s/ek8ZADFa3j7VF/ro3ivDtta7rfVT6ujo+j1dUQAAqUrvoAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIAACIA0W4Dz/wDn0PZc99vhFef/AM+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8IrekANFuAefQ9lz32+EU8+h7Lnvt8Ir/2Q==",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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2TJhToTqHYsgiM9ltrSot+wxnL4IuK+11qjWun+ociM7qBj0H5Xr7huOiEeV4+UhqLKckRorRRmLiFJlQ0OE10SksS23G45rjzHlQRqp053bBrZMyWwXJchx+G7kcbxduZEC5zWtI/grhyhMcv58o2geJHIRYyhYYwrkdN3XjjmsOQ27T/ObA3B81ujEZBkBO49quctjVcWM1Ssaa2yStRXQo5ySwyVGSP45sx8ONLyDAACtdbAqAABSgAAUoAAFKAABSgxJ+lJL+I4/d+UkvP5h/6pjLYMTHpR0p6OiCj7DJzUci7vanBT28yEz9PTeWsWG+xbh/gqdVROu9N+lPVL9Nh/bk1mb/AD1iP5j8f1z/ANUOY/H9c/8AVHWAbPe37a87vaT/ALpUoXQEyPQjRQy3Mj0k04Mt+/Y8Optt/HYVbFJNASJOhGiiS7i0k04IvqLDqYhVsaf8y/0X5X/6ynf30WvUro2nHSHSxn+t45ZG/wAbbbGau3s8vL2UAAGN1JFAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClRxuOFzm4pdV09v0ZuM77+OE42ZbdvdymQtQF0vG6s/3U+re5F/t7F/8x8ZFq3U8Pj+A28aaMa3TjAGonklktX94ArzD9QLF/o9a3Ii/wcvyVP1XmbX9mfKRqMjUSUmo0krlNRJIzMiUaT5TMi79j29xjMJknouatVS45iGrM5u6ZhSXWI+S45Heq7GcUVS4UR2ZVz23aSIub00uySYsFtNLUpEV5aSQvDxzEolEfYk0qJR9p7EZbHsRF2n2iQRlXpEOGbHocZ6lvsozuQ+ZoKBjGI20J+MltG5vzX81bqGGo57bF03HnTUouVlREs0xtrleNV7WbDY+lseWYtyfNHM8NbgzWNXeC2J3yHinHFaqkkcXueFqoj3OdsLk2fujrD+m/JI+qUvqIk2wQLIO0ltTJ17mWkpGq27kuaRAwbhBkXB6NBB5iE2SRiqNg2NdIVC4Gcpxq5wzJb7EshiHBvMbt59JaxTWl1LU6ukuRn+i+2Zokx1LbNTTqDNt1taXG1KQpJn8EVK1l1Qk6x6nZfqTMqGKJ7KbBiSipjPLkNV8SFXxKqBGXKWkvW5SYECL13iQ0l9/qPIZYQsmW6Y9Tw+P4CbLIS5ns1oPfIjIV6NFjvlhGqOGKU4THSBjcjyI5jCq9rFR70VqIvN3rWouXQ8eh5Vk0TELgW7YnFuEwdslHYozybeySRsKQYaiArCmjIIhGKEKte5yKIe3BPs0VtZ0F5TXtI+7GuaW1rrepkMGonmLOtmMzIDrRpMjJxMplo07GR7kWxkfaMxnEhx4Z9ozrJmOmmP4Xh9pX4ynHkx7C4dulTJDlxilJkDy5CYU9pBJS/bLQlKST9BtO5mrdQs14HNA73VnVSjzSZXTWNO9OryHeW14pLbEKzyKnUxa0mKwHJUN9FnKVOKufsWUt8rNaa0vPxX5leb/AJ3juVy8VuqvZ2meDmrt9v5N8PIvr+gSRDWW27BtSdVLdgl+gtvTcUsk+fIYyQQSDkTJtqFHGR8UwjNKOOMpVCRyJ2pgSo37bHVazTDIdX9Bum/ItW8JvTsVbqLl9ls0QrogjukRLZacnPOMIc+KeI+OSYSPHHJC15EkW+aBzhoN7SVvX6TvWg1GbeD6XoT/AHpLgZW4oi8VJyxO/kQ5q/0mmtUifDjPYVpcTT8uO06pqtyxK+k68htfIpWXqJLvIo9jMlFuXaWwxo9Tw+P4D6FUsvlOt3I/9vw//qGx24OnzSBhGIPDBru5ERFlT3p5qnl9uU7f+PeugP1v9UhBFa/VN7UVrvNlqsg3epfNFHbGKi/hsqee1S3SIzMiIjMzMiIi7TMz7iIi7zFmGp3Hlw+6cSnauLeWGoVuypTT7Gn8eFb1sRxUNqXHU/kU2wjQJbCjeS2s4L81xh1txt9pDiDQLGuPHiwt8hym50R0+tpMHEMe9apc9nxDeiSMnv8Alci3GOLcMkrVj0NK3IshsySiZKKSlaXYrTDj2Mc3N/Z8fwFeNJemeNfLRb8ozySaOG4Iw8a3R3NY50dVY8b5hla9zUkj5L4YKDKMTxufIGZSAFdvqU+kAuGI5TfNP9GLbEmnsamhzb7OY8w2zmo8Rh2uGjhjf4AyIiTpnfiyzjK0UA0FoJkzNTjvpQ9PpMh9OWaYZlSxUpX6q9j1pSZPIeWRo6ZSI1kqnTFSaTWZml54yNJESTI9yvb0n4g9Ita4zzmnuYQrSxhwkzrLHpbUiryStaJuF6yqRTz2m3ZMZiXYRYrsuL6xA9ZdJpuW5ukzi9dTw+P4D6VPeW2PWtde0NjOprqolInVdtWSnYc+BMaJRNyI0hkyU24nmPY/EShlvS3gN3iEXF1PilyGNUFxMWVFcRXtdykDlONIcnFHMRAyAo1XI9Wv4qx9edNPpEta8ZukdNQ2QtSrAUu8lHxgWy5MF23tayFIt4o8JnEjmFekq3SXlaxQtMDmhR5yj9JhoKRf2uap7+75BxXs+0s3/wBA/P3zHQX243qn/wBA4t/TYYJOp4fH8A6nh8fwH8/uT9Nv9lLz/wAZhf5Orkeko17X/U5iu/sgXT+T652/n9tSRtC+LrTXiCyW0xXC6jNK6xqaJ7IZDmS1tLCiOQWLCBWrQw5WZDMWqT17KOZJU2lPISj59yJJ3TDBv6MLdWtecK3Ls0tnp5d1du+WYke5FvsRfR7frIZyBTTVvELbgue3nGLQUxrfb2xlG472PKveihO7m4YxMXZxHI3YbdmoiLuqK5dqHTNqdkGsWjOLahZRHixb3fCXBpRwhkFGakS4yoY+0wx5JU3GBrn8yuVSK5Wo1nFEo/xCkatAtcUl3no/qWRfWeF3RCLwfYSS/wABIlE8QX8Qmt//ABQ6lf5mXQi6LXsZFt/el7fwFoekFE+ps238/wB9RP8Aojf4q14fSgs3yjSJyffb7qn6pMT/APKv0e501wSw1NzvF8CqpkOvsMptmKmLNsOv6nGceJSjdkFHaWs0EhCuxKTMz2LxLwXU8Pj+Ar5wu3lLQcQGlVxkNpXUdLW5SxMs7e4nxaurr4rcWVtImWM11DUVrrdJPM4tJGpZJI+ZREdo8wlzrdiWUXC0oq3WBbpx4vEfdcskUYrwIguLu4vca3YfF3Nfs8V32rXbpfZrHftS9PLHlDmtxq83y0xLiriqBqQZM+OGWrjo5ihagHkVSo9ijTd6Oard0uI1H9HRrPhNBZ5HQ22L57FqIJzpVPSLtIeTyG2TUuadXVToBM2XRipW70kTClv8hsxYr8hTbLmP4jJRbkJJGecZfDhgMBcuTqZRZTKVDelwanAZLOZTLI2VGg4rMyldcgQJSlkZJKdMiJPYz5tiEbZbranHFNMJYbUtSkMo2JDSTPdLaCJBESElsRbERbF3CJ9Ccm1MyO2Xtuo1nNDfAdH8JKkwnQSymmQ7ip2u2EZGgRgUQgQsTYiIRz3+dWT6x9NtAMBvuJP0KyWLc23hk9Lpb4d4HeI9udF8CkRUIhJMmO+X35TiDlyyK7stcAY2I7f+hctwd3K6LiX0imtxzkrfyRyl6WyjIk5HVWOPOPGSe8227RbidyMudpO2ytlFbL1PD4/gMk3o5NGLvItTl6xz4i4uJ4HEtIVNKeSXLeZZc1kiqVGjMvQ1ofhwamxlyH3SdadalPV5NJdSt/o5nq9c4Fp0yzk08qBZKtc2KP17vkSoxI8cScWuVFIUjGq7irRtVSkVo2Pc2KemLF77lHUBpDDsMF0+RbsgtVxPx2RAwrZNDPnSSK5Wt4R4scpeHLuGc1oANJIKIT84wCKevVfU9wiU5qPnzpqIj3XmGQnuRpLv3n9vkOo7qRqA+rmezjMHVbcvM5ktw4rlLfs3XLM9u0+zxFbmdHnJm7tROLvuRLRun6/rNP5Fq+7vpRk3+zobui/jk2y/9XlqV2AxNei/vrm5Xrem2tLS16BabrYXZT5M71c3DzxLhNHKkKNvnJKOblL6XRLmMtiI8soq7qLh/wCQGZ3vEfrH63Wz+G/fHZ8P3PEQ48v+k90/Hgh+3/TXclby8t9k2IaF6nLrRpXiOpjrGmNLlKTlWCkrxqR/BXSbbf6q8NE7vc8H3v6nFw7nb+3w7jwCJQxkN4wltbV3boMm0oLls5idk8pdhGl4uzyHMrKckUe/zgvS8E3FgReRPi1H7jkSbo7UdzVRV/0lT7v+FvX+Kfd+Na6k+lJI5jXJoSm7kRf9FK+pU3/2uJUtEBh/9GNZ3Vxk+rUi0tLGzbiUWLNIOwnSphsuS7C2X/B+sOq5OZMM99tt+Qt99i2vj4juKrT/AIca6Ci7ak5LmN0w/Jo8KqJDDE52I03JS3bXc54lpx+hcnsFFRIU1IfedN04cKYmHN9XrZlOmd2supEzTWxvJlF4AQAxKMHZcZx4gpir21KVohiEXmUpCoMYxkMRzBNc5L36c6/47leg9t17zQINOcckhnnkjNNdNZGZCucq2Ma07YkQko8ssZqRowIiyDnOKJHGc72I+50eOynUTT/B1REZrnWHYeueSzgoynJqXH1TCb3Jw4qbaaycgkmlW/Jvtynv3CPdqvxo6+asPPsS8tew6gWpRM45gSpGNwyYciKhPx59iy+uwumHmVLU81LmPRjccUpphlHK2m1MlER7knbv7C223M+Yz7u/czMT1j3SJepUUcjJ8qDaJD1a7w8WM6YqMVrVc0h3ljMYZqq5jkGyQJFRHtKRq7VTXN/pNsZgTzwtPtNpWRw2Mc1s+5TmW5FM0j28hQQxppDRXDRhGPNKhSF5qwkYSs+1K/xTULAc8KeeD5xiGZlVHGK0PFMlpciKtOYckohT/kia96mbpw5fT6nLz+qucu/IrbFz6VBXboUXbv8A2Tf/AMfmPAei/wAvcg6nai4Qo4iImT4XDyEnHXEokuWWIXDUKJEhpUZG8aoGW3DziU9pIr+fblQoy976VMtj0KUXf/ZN+ru0/IdZiGBt056n8axqO857cFko8U8hGIQ4i49OcR/5vZvFkpJAE+y1fzK7p/XL3eq2rr9dfo/c5z6eCNAvRTwo86JDc9woh42YW0YBfnXPJyJBdDlO5O8/EI5qNarWpiOAcfU8Pj+AG5t27fH8Bf7ZPwStK3BalH8PxGnQbRJJ96dItNiP6yw2lIx5jXbia0z4emaIs2dubC0yJ2Qddj+Mw4c+4+T4iTKXcyk2FjEjxK1ElUdhPUkJffdkH6sy+iPMXG+fgWomNaX8J+mGoWZSnYtDj+iem0+aURpD86W87iFCxDrKyO882h+ylT340aMhx1po3pSOs801zuoj5av6r5LrPqDfagZS+tc21e6NfA9YU/EoKGK478kY9W7tpJuDGZdXvshBvyJEiY8SpMl91zXdgmjBNSdRs6PeCGhYnYrncRHMDi0siWsgyCjRyFG8acPKRIf2yqwSCCoxuljMLeLqr1Ti6fNBdFrZi8WJedRMkx2xEixprnPBDt44EZpp0yPHMGQ/vOY6JCZ3I4yn750KVsA0U2Yw/SbaCF/uV1bP6sfxH+nY/n9830F9mKat/wDQGI/06GCrqeHx/AVg0L0dyPXfUWmwDHVohlK5p95cvMrkx8fx2E7HK1uH2ELR11IQ+01HaNxpL8uXHjm80TpuImq59Muk1lt0673W9XSFbbcJ5jlfJicWDYnJzl2gK5fJPJrUVzl2a1quVEWqlh+kD6mssvdoxnHMWxu6X6+yBRYkYNun9w8g70GIaK+8IxvJzk3e9zBsTd5HsY1zkkE6C8RuL8Q8O9tMNxLP6iloJTNfIu8sqqOBVTLRxpElyqrZFVkc05dgzDeivPoJJEy1NYU4pJvtEu4MePwDBMa0zw7H8FxGF6hQY5XtwITa+kciQslKdl2M9xhltD1lKmOPyJLiG20uvyXHORJqMh7AUMvj7O+73BcfCcFkQrkitlOG+SoUXZjpDgogu69PtOaJFYPftteXj3X7l8PBlcfGLILOpsG4ZigGLci2wRw25ZTt3EZCZJISQscW6CYUzmkkcFO4Ebu+GCAAHVVklAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApUbXjacJfFLq2Zn2lZ0KD9hfweI48gi8T5SLyFrG5e8vMhc3xtOpLik1e2IzIrmmSe/fzFidB8Bat1y/RPzIbgNMWqum2n26b7WO0/3hHrzJa/py141sXjvvl2Sfd/bmbXe3L3l5kG5e8vMh0DkJIjM0q2IjPYtjM9vYW5kW/1mQyiy/Rb6pJrydgalYE/a8qd4M2HkMGv5zRuovlRmFIdJJObFv6puZFzGkj+iP6zHUPDMAW2Ny67pZ1vKlSNvHlGQig7Xd3WMAyDRnfFupeCLz8lXi7b5aZaHaoaxDyEmm+KrkqYs2O+cjZcCM8SSkkLH4smSo7zuJ4WRs2O0rkUeyojnjR2MncveXmQ9XhVhhlZkUCdnmO2+V45GdQ7LoqTI2MWlTlIeaWTT9o7STlFBU2l1DrbKI760ufwMyMsicL0msmieo2g2SN4zqJTIhPTWpEqltYElqfS38CNKciLnVc5k/wAzqISamH0sTGUPtKkxmeq2SqRdcv0T8yGSBNbb/bEPBmNn2y5DcjTxJC7PY5FYrgyopEexyefEoStINycmPa9qKmDTLbf8Mv7od3sxLLkNiMNxIlygMV4TMVhWNlW+4AeIjFTg50eXHIA43cSiIJ6tdJQ4auILh01AoKfAtH32MOfpIchmv0yuIMWhvYsVl+xkPyoUePOkx79bqY0udKejTJcojlHJsuk++Zrw/wDHsRJ4qtTT5i+k1hB9/dtp9iqTL4Cz+qu7Gks4N1TT51PcVkqPPrbWslPwbGvnRHkPxZkKbEcQ7FlNvNoWhxCkrQpBKSZGRGPc6s6qXWsGaSc9yRtssgtKnHYVy6y2wy3Mn0FBW487aJajIQ20uYmrRLcbbbaaZdmrZaQTTaDOGcF0UDp7qPdMqs1zNcLJfLbJAYcwndlhmFmwpDXd7ZqyBFaI6q8id4bmtQpDuIpEtRq/1SyNatBsc04yLG4thybD77bJUZ9rCke2yLZGtN5gK1InJyQTRnSIbWiAqxSsIRQihsAwL/Cbl7y8yHI08ph1t5pZJcacQ62oySokrbUS0HyrIyV9JJdhkZH3GRkPm9cv0T8yDrl+ifmQnjj/AGP7Kpx2t/uWvouOrdWpx11TrrilLcccWa3HFqM1KWtajM1LNRmZmfaZnuP43L3l5kOj1y/RPzIOuX6J+ZBw/sf2V+IFERERqoieSIieSInqRPL7qqxpRpLnWtWXR8K0/qCtLdxr1yY8/IahVlNVofZjyLi4nvnyxK9pyQ0SjSS3XFLS0w088tDSridVuA3XTSbDLLOrA8RyympEqk3jOEWd3Z2lPUNNOOy76ZAtscgKdqY5ISclcc31x2lKlPNohsSpDFy/oqryiKVrTjxvx2cklx8IuWI7ktspljSVrmSwpbsaAauZUaDPtoRPPERklWRR0KMjUgjy25HZ0dLj19c5M9DjY3U01pZZDJsG0vQI9HAhPybd+a0ptZOxEQGpCnEmlRKQkyNJ77Cmuq+veaYRqiXGLZbIh7NZ1icgvGTvT/FxQHcjjI5yh4KZWR1CPyIzuGbIY7sN2l9OvRPpZqvoDFznIsguEPLMsbO7EoRRNi2V0GdLiCXwmzUltKkdp5iSjN5x3tFFWERPGPiUbl7y8yDcveXmQ6BPEkkp7VcqSTzGWxq2L84y3Pt+0fvXL9E/MhcpG7pvw2/irVt2fV929ZNvRg/x1ZwX/musP87MS+8ZyRgw9F68TmtecEX8ltgfcZf7rcSL/SM541d9SKcdYcoRfWjIH+D4tegzoSYrOl/TxF+8t6X+7txT+aqQ8QX8Qutv/FHqR/mdciLWSiPv2L6zEpXiB/iF1t/4otSfhhtyYiu9dPbsRnt2e7tE79Hjlda86Hx3RkiCv/xjkp+zh+2qe/SeMR2RaRL57+Cu/wCw8H/HXe3L3l5kG5e8vMh0euX6J+ZD0OJY9bZvlWOYbQMsu3eU3VbQVLcl4o7C7G1ltQopPvmRkyx1XkGtZkZJSRqPsIXGkmjw455cwrIsSKxxClI5oxjGxqueQj3KjWMY1Fc5zlRrWoqqqIlavoVtmXKbDttuhmuFxuBRgjgAN5THOV6DEEIhtc8pSvc1gxsa573uRrUVVRK+ZuXvLzINy95eZC+nIPRx8S1NHQ9WV+F5c6rlJcLHsujRpLRqWST515XFrGVEkj3PkeUe3cRn2CyPI6O8xK6n45k1NaUN7VvdCxqbeFIrrCI6aEuoJ6JLbQ42SmXGloM0lzIcSotyMjHT2fKcWyEhg4/kVvvho7UcRkOXHkuY1VREc9oCPVrVVURFciJuqJWVZTpnqFg4IkrM8EvWJRZ7lYAtztc6AMz2t5OYJ8uOJpHtaqOc1iqqNVFVNl3qpmjLmizOYwZWua81exONJgOJrcLhVz3yg9660p5vIZ8y2YkQMfKOhRSU17L055t5ZRnIzqELXJB0Yy3SDK8Gqj0TtcZnYVUtfJ8WuxtooCaNSXHjVCsqN5hmTTT1uE68pMthp58n/Wv4RLxOrirG8ky25T8yFSNJtXs10UzWtzvArJUC2gqJqZDkEt+nv6lx5l2dQZBXodQVhUSCZQS08yHWXENyoj0abHjSWYl1o0XPqdCZJg5FKgXW2j2jRSkV9rI5O85XEA1nMUgqkYJZbHP4CYjVAXy2sn0qdUUbp+uJrddMDgXnH75I5TrlHD28hCMixB8BS3vUUmFGYAkhlrIwDTSiK9syMrnud4VKyUhtW6fzE77H3H29g/dy95eZDoE8kkkRJ7ti2ItuwiIt/gP3rl+ifmQnpzG8ncGqrd123Tz23+/21ThRKnkqLun4eafr++svnorVmU7W9vf6KomnizLxQ9mqUn5OK8xmDGGL0VlpC+c2sdW5IaRZS6LEJ8eGayJ56FWT7yPOkoQfattp+2rkqMiMknMQRmXMnfM8RGoyIi3MzIuzt7+7sLv7f5xqz6jGK3WjM2qm2/1Wqe1Fs1uXf+by/CvQz0OcU6WdLUau/FL3vt+P5R3j9qJt/wD5stRDEmRERbl2ERd/uIfu5e8vMh0urshJqTsoyTzJI9ySoy3MiVsW+x9m+xD865fon5kNpj0RSFXyciudsvsVyrXnhCFUCFHMVjuDd0X1ovFN9/L11k04ENTajSDAOJ/Uy3Y9cjYrQaeOx4BKeaVZ2thOy6BR1RvsR3VRGZVy9AYcf6akx0Pm+suRtRlYBmmZZDqBld9muW2j9xkeST12NrYyVFzvOmhthlpptOyY0JiIzHjxmGySzGjRWo7CEMtNoT26nNIsDS3OMLJyQixyfONNr9BNE4ll6qxKl1QiWDElaU8qi9fy2lWlClfSUxzklRt8yKf9cv0T8yGAY/hEG15rnuaEitfdsnkQ2DNtyc2FGtduB2mq5qdvnLCd5UG5Wl4R+59oDUbNmbaoXPIdK9HdL41wkDx3BYdxNKhqiMCS8TL7eZKStmuXv9u1yYYY7jIroziTkCg0lH7ne3L3l5kPo1FTa5BZwqWirbC6ubN9MWtqamHJsrOwlOb9ONCgQ21uy5Ctj5UNoUo9uwh585CSLfbb69z38OwSHOA/QjHdMtHcbzt6thv6ganUUPI7XIOoUx6PjFx07TGaCpecitKra46hdXKmsERuO2LrhPvPtRICI3X6s6kRNLMXZfz2xbtLmSRxI0dCMCjivYQrnlIqPewIxBIqqMRXOKoRKg2lUw+36cdAbj1CZ8bD4t8ZjVvtsE9wmzXxySXDAIgY4xxwNcIZpBpMkDeBpMZrY6SZDXlIBsY2NnhU0x1y03190mzay0a1MjUZ5OePWcybh2RQY1fXZdW2GJybeyU7WGcOshpufWnnXUoaS3CUo1p7FC5H0qp8p6Ef4X5T0/HTw/5yIZeRiA9K26SD0ETsZmo9UTL3bJ/J0R7n9aiFQNPdQrrqf1BYDf7xAjQJ8SPPiMSL32icAduu5h8mGMb861ZBkcRisR6cEVqcErZRrhoXj/T90Vaz4fi15m3m13WfZLi91wUDjMlGv2ORDcHRgx2dlw4gFYxw3PY7uKpSI5rWYjdy95eZBzJ95eY6PXL9E/Mg65fon5kNhvD+w/ZWlnt+xauq1y4iJ2p+FaQ6YVBSIOEaXYHh1W4y+4on77M4GK11XcW8plJkhEOG4mZBrkmS1kyqRINzaaTDFse5e8vMh0euX6J+ZB1y/RPzIdda7PAs0TwVtiNjAcQxnoiebzSCvOcz1+95Sve92yI1FXZrWtRGp3mQ3675TcGXO9SnS5Qo0SGNV8kHFgRQwoYGJ/6AIoAhaqqr3ozuFeQrnkd6GmqLLIbesoaSG/Z3FzPiVdXXRE9STOsJzyI8SKw2X57q3nEJSXvUJJPC5w81vDvp2jH1vQLTM711i1znIIMZDbM2zbZ6USpr5C2kvv0VdHW4zGN3l6zz8uf0Irk92OjFL6NjIdMq/WezgZfCa+fNzTFF0wupzCXYMGWlEtWTV0ZxSTTW30yqNpMaSokmqNFnwUSG1TijTc9xERF2fWKQdVmfX365Bp5HCa12UARSpLl+w25PJ9sKtVPMkOMrVbsruD5zC8xq6GAtbbfo6tFMUjYzL1ummh37K5x5NvgNaqmLYRCRRS2lRzWtj3Oex6OXi15B2c0ZRyGsukyMn6AAKb1tBoAAFKAABSgAAUoAAFKAABSgAAUoAAFKAABSgAAUoAAFKAABSgAAUoAAFKAABSgAAUoAAFKAABSo0HG2oi4pNXUmfb8sUp/Z806AharuXvLzIXScbpn+6o1gL9G6p0l9RYrQ7C1Xc/efmY3E6X7k0008enlysdpX9dvjrXme19G3+jtrUqb7LluSL/diZX9PHu06RGRGbbmxkfcZIUf+gTDkpNZklJbmfcXtPs32L3mId+5+8/Mdh2ZKfbJp6Q88hO3Kl11bhJ2MjLl51Ht2kMK1l0WXVz8nN8l/J/8AJ/xmyeD8WhfF+F8/6qi9vh4bzX85z5p/B4falTpg6m/3Nzs4cmD/AJaflolsRf8ANP6t8N9WrcP7XT+93vHr/rXb7X9fz+xlG9JpqxgOcX2mmIYhkNXklnhSczfyWVTToVlX1ki4ex6HGqFzYTziVWiHaKeclnmScYybQ4SnFKQzi33L3l5kOAuzu7PqH7ufvPzMZ/gOGR8Bw+yYjDmkuIbOMid4yNRxCHOWSZyMamwxqYxO0Ld7hi4McUrmqR0Oaxakz9YtSsp1IulsBZpeSlAqRYziOEAMSICDGZzIquKVI0UPiDIgmGkKUowRxvaAfNuXvLzINy95eZDh5jLtNRkX1ioWpenl5pfeVmL5Iy7EyBzFsbyC3gPNSYz9XIyesZvotTLiTIzT0Oyi1thCjzWXEczc2NISlSmyQZ5S48dkkMJ0kbZkgZCjCpGoV4guEwpGDVebhiecLSPa1WDcYTXq1SDR0fstk4kCTdRwTEtUIwI5pLWKoAyJLJBIwCF24sNIHElkANV5EZFkOaioJ23g9y95eZARkZkW5bmZEX29neOHc/efmYbKMlbb8xoPkM/0j/N2M/EyHJaPdycl2anr/R99cJ7Uax7k9bUVf1Iq125DL8OTIhy2XosqK87Hkx5Da2H48hlZtvMPsukSmnkOJUlSVESkqSZGRGQ4ty95eZDKZx8cId3R5Pf65abU8+1xfIXJd/qDVQUFLfxm8cV1rfImY7LRPKoJi+rNmOK63qkp2W8663Dcabj4rCUZ+1Xu7T/EYZgWZ2jUHGLfktlkMeKSiNOFH8iRJTWtU0UybNchBK5Nlc1qFE4Zxooijc6TNW9Kcl0czq8YNlMYg5MF7nxZCjUYrjAeQjYtxi7q9FBJaxV4o9745mmiSOEqOcQ/TYvleR4TfV2UYhe2OOZFUuqerripluQ50VTjS476EPNKI1MOxnXmnmlczbzL7jLqFtOLQqs2o/Fbr/q1jL+HZ/qRNucalS48ybURKfGMcjWDkR5EqK1afNelhKtYTcxqO+3HkqdYRIhsSENpeZacRbpufvPzMerxbBc1zdN65iWNW99HxeitsmyWdCZQisx+ipKmxup9jc2kp1uNXN+oVU7oIddS5LebTGioekuNtK514seJvkx8myC1250ywIhBXCYCMpYSDcr2vHLMznGRj3K5HNIxGuVV3RVWurxfIdRRxZWD4Xfr22FlbniNZ7XKndq5PMJQvGW3xH8JjygRROY8JFeLcaorPKvNbl7y8yDcveXmQ4d1e8/MNz95+ZjI+C1hPBPbWTj0WzhFrVm7JmZrPS2zWXtIkpyzDy7TM+/dXwMZ1xgf9Fso1a6Ztv7NJ7U+z/G/Cy/0jPANWXUo3hrFk7fwZA/wfFr0AdCjGM6YNPEYu6d29b/p+vbkn81Ug4gz20E1uM+4tItSTP6iw25M/gQiq7l7y8xKo4hj20A1yM+4tHtTD7PDC7sxFSNRme5GexkRl9pEYnno3bvbs829angfsHK/x1Ub6TcSLfdICKv8KJeW7f701uXf+Pl+yuXcveXmQrPw4vIa4gtEFGo076tadI5i7durl9O0Zd/caVmR+BiiW5+8/Mx3K6ysaewg21TPm1drWTIthWWddKfhWFdYQn25UOdAmxnEuRJjMlptxp1tSVtrbStCiURGLbZVZj37GMjsUcrAyL1AmRBvfy4MfJjkC1z+KK7i1z0V2yKuyLsirWubAL9ExHPMJyuaEkmHjF3ttwKMXHukFCmBkkYPmrWc3tErWcnNbyVN1RN1qYGfYZF2bmRGRbkZ7H7diEe/0kORYlkHEd08Xn1tjKxzB6XGMwcrUJ2jZfX3eTSZ1dOlIaSmdZxqmdSsPqSt31dcc4LikPxXmGrWJuveulnFmQbLWjVewgWER+BPr5uomXSYE6DKaUxJhzIb1ubcqK4ytaHG1pUhaVmlRGRmQpPvsREX0SLsIi32/nFeNFuni66bZCuU3rJRS5qALHbFhNIgHNMjN3mOXtuK1qo7iDw7EQjRG7qq3tpdXqj6zbFrjhTdP8YwY9strpsaa+4XIoHSWrHSQ3tR4YGmYF7+4NVl+Ne5BqeP4fYiGTm3L3l5kG5e8vMhw7n7z8zHagQp9rPhVVXCm2dnZSo0Gurq+M/Nn2E6Y8iNEhQocZC3JUx2Q422002lS3FuJQhJqMiO0it4o5yqiNaiqq/gieta1+oLkqNaiuc7yRE81VV9SIiJuqr+Fce5d+/Z5fzhuXvLzIXW8WPDdbcPF9gsd1Md2pyrB6Bx2XAekSIKM4x+mrKrUKHGfmvnIksOXpFaNOLZjskxk7UaO0SYy0otM3P3n5mOnx6+2nKrLb8gsM1k+1XNnMRW7+aI5WPa5FTdpBva4ZGL9phGuY5Ec1UTJ80wrINPsovOG5Zb3WvILCXtSQOVruKuY0g3tc1VY8ZgvGcJGK5hQkGRjlY9FWtmgWtuRcP2pFVqFjcePZEwy/VX9FLkPRYuQ45YLZVY1TsmORqiv88eNIivcriGJsCM88xKZbcivZItY/SaYzkGmtvj+lWJ5fU5tkda9TSLrJVVlfX4rHsYimLK1opFDfPybW6abcfRAU4mChl9bU50nksKr5GHHc/efmYcx+8/MxieTaTYJmGQWvJsjsTLnc7TwRvIhmiMwTnvEOSFj2jONhCOfwe1UJ5DL3A7iWRMD6htX9MsOv2C4RmJrFYMgUj3oMQFkxSmYMRzwJbhOkwzFCNo+4EjVCv74i9iYjZLebcveXmQbl7y8yGUTP8AgOPJuHrSTVrROLMmZnM0vwO+zPCFSjd+dTt5jsG5sb7HnZjv9TXzLlgaXYBLJiXGipOGhuwbU1Z23a48Hmo+henuEahZA+xYwMiixmcohwY8huTgmRTuq/BpLTrKM5kdcJCEqmobaZantvQVpLeDIn/Gzat6e32RGhRMkAC5TJ8m2jiHewcp0qK4iK3tteRqMM1iPjlQiiOpBhG90hVCn5lHTprBicCdebjg8s+PWy2Qbua5RWPPAbBntEon99zBr3RPIo5UZw2yYyCKcwmxGpIW0zcveXmQbl7y8yHDufvPzMNz95+ZiS+C1CnBPxrm3T7TI/Dfv8jGZrgb4zsBqMAo9HdWsjiYpa4y7KrsTye7cfZorWhkSJVhBrba7kPuM0suAl16IyuT6pC9RhwmEOHJSrq4X9z95+Zj8Pt7+36xg2oWnVi1Kx9cev6lEBhmSAmjvRhgHGj2o9nNjxuRwyEE9hBvarCOVqMKgyMljRjWLL9C8zbmuGJFPNLGNCkx5oXGjS4Z3DI8JEGQBxq04I8gZQHERCgYx6kjPkRzSe844v8AhvwOkdup2rOIZD/AylQqnBriBm9zYyY8Z2Q1CYh45JfTBW+tomWn5zkSETzyEPS2SM1Fia42dcKjX/Tfh71ArIyK1ar3XWksKTr+syad6ss9PV1cec6SSSc1/GZVDNdS2a221WZtJWrpmYx07j0ErKLKXitHhjqYpU9BkGV5PCWlv+rVWWX12G1dol50/wA6MUXB6g2iLY0KW93k52RjhHTjjGAX6w5LabnJn3e1SCvKWU9OLo5bdcIbwRwBaIbHENLjmIQ6ne1kbYLmcyMLPOrHWrnusWG5jguSWO32nHchhxxABbxk5Nlx73ZLoGVLkSinKTsBts2OIcVIgnrPV0kZ3AjvD8bcveXmQbl7y8xw7n7z8zDc/efmYsPwWqXcE9tXEa2aC2mk2PaP5wwuXYYdq7pvi2V10984Rrrsll4/U2GT448mO4TnI09PjyorrrDSHI1mmM27KfgzHU2+Eoj9u317CR0zozUa8cFGmenVkbceZL0a0ytsWtXUNGdHl1fhFc5R2ZOOw31MRlKkPxJpstk+5XWs2Oy42p4lpjq31Hb4teXWM30NytvMdtrKiua9xxh12Da1E1+vsYbrkR5xtbjcuM8g1NrWhXJzIWpBpUcTaY6kx85k5hZTo2PfMPucyI9m7vz0Nkko4cpqK1ERVYPsnajyOQ4lM5WNkCYlitedDZWl0LTTLYDHlxHU6w2y4gf9hfC3J8CKa6QXuRebm94yTIr3jEzw0lIglK6CYlfxXWU6osa+3qZ8qstaqdEs6uyr5T0OfXWMB9uVBnwZcZxLkWYzJaacacQpK0LbSpJkZEYkpcIPETF4iNMG7ScptjPMRXBoc8gkqGXXsHInPAyeHHiGRx6m0RHmLbStlgmpcCfDaJ5qIiU/Gb3P3n5mK3cPWt9/w/an02oNKyVhFbQ5U5PRuOLbayDF57rCrSs6qHEmxMI48eRDeM1IYmwY7zzMlhDsV/r9ctK2am4moobETJ7H3D25/NrEe5zU70N6v+x25SMYiOc4fbOMJFK0TTML3fSbr4TQbUYUm6F3wHLVBDvjeBCOAFpHdi5haFFI41uUpSKJozqeKSVHGHxBQGBKhAeaw7L8cz/F6PM8QtY93jWR17NnUWcbnSiRFe3I0usPIS7DmNvIdakR30NyIz7DseQ00+042n0o1VyI54kg8SUF8aVGe4ZREarCDIxyteMjHIjmPY5Fa9jkRzXIqKiKleg2HMh3GHEuFvlin2+eIZgHCRpQnCVqPEYJWK5hBEY5rxkY5zHscjmqqKi0AAHxrk0AAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClRi+OB0i4p9YjLm/7/VSdyI+3lxejQrYy7yJaVF9adhaqla1luSl/bz/cJNuT8cfC7h99d4xkGppwr/G7mzx69rEYXqBMcrbmmmv11nBXIhYq4xJNqbGfbNxh11lfT5m3FpNKj82r0hnCQk9i1OlrLbvTgWohF9X08UI9/sF/cR1s1Ex/FMXsYOn+93SNZ7dCijkt8c1JDI8YQWnajbKRqNMjEI1GveiI5ER7kTkun/UXpb0dyvUHO8pl9YOLWKVkl5uk8sIrLWQkMkyceS+IR7spA55I7iKF73BC5zmK5QjVeDY2/wDDmexNyFH7kocUe3v2It9hypZmqTzFHmcvdubD/wDqiSGn0hnCSo9vymy0+KsD1CIv81h3WfSDcIikGa9XUR1bn/BvYJqaazLYtlF0cMWWx+zt37O4ZGzqB1McqqvThfHNT7kW4Iv6VX6jX2/clYj+470TT19auJr+gVp//rajg19DkNs8iPV0t1YvuqJttmDWz5brizMiJCG47CjUozURbEW+5kKxYzwvcRuXzoUCl0Z1H3sUqXEsLjGbTGaFaUpUvdzJMlZiV8fdKF8vUko5zSZI5ldgzxq4/uEXlI1awNERmntLAdUz7+zfswfu7R9bHeN/hTyi0Knq9Z8ejSVMuyEv5JW5PhVV0mkGtw1XeaUVfDaXypPZC30rWZbISozIj4N0181fJFMto6ertbpA2q7uygXSWFiIn8J4xWyC7iibqv55vkn8JPOu9x7o/wCnNl0ipkPV7Yr7AKvBY1vk2K3yivVFRqCkHvV2Yi8lRePgyKuytTZV3S1/hS9HojTm4qtR9aptbeZbVPwLPG8MqnfXaLHrBptqY1YXtittKbm9jTTSltmORwY7sI30ybDqtHGu71D4RuHnVbLJ+cZ/p6d/lFozCYn2fzwz2qKQ3XQ2YEIvUKTKY0Znpw47CP4NlHP0+dzncUtargaq1q72thXNJZQLmns4zMyttaqZHsK2whyEE4xLhToji2pcZbZkpDja1JUR7pMyHyszSleH5YhSUrSvGb5BoUklJVzVUtPKpJlspJ77GXuMU0v+rWod/wAjkZRJymZbboQbo7FgmLCaCKr2k8IJI7xuQKPYxzke55CvY0hyFKnOtk2I9POjmH4REwKHgduv+PRyjlvbd4kW5klzhgcBLhJdKA9j5bhkK1pGDGMLDlDFGCO5Apa0n0fvCMk9y0nc+3ULVLby+e45UcAfCQhxpz8kxr6S0r6bmf6orbc5TJRIcQrNu1G5FuRbb9x9hmRxndyPYjSjs3Ivol2bnufxHEtttZkam0Ht2fmkLxJoDqUi8v3SeQb7evjP3T9C/X9at3dXOiK7t/cSYgqL+JbRt5/dt+R9TK/f7N9y7PcfYfwFhesGjnAdZ5xPoNS42nmA5+/j8G7WtOSS9MUu11va2TMe2YRHsYNLd3T1lDsOubjUqfspC5KCacjLPEVwCwmJfFvpAytCCQiTmUpKdtk9WBp3l89o9vYonYyDL/CIu/uP7PpDLKXL4tNSoz7qnGamHg1fAQo1mTMV3AcZtXG08x7En16ymK2TsX8L3b7mcWYtoNLxnVW44LB1IuduNIxlbq2fa1dbDcnXQcNsc4mHkKeMnBSuYhxK8nb2czt7vnbO+rCDnWgFn1Wu+idgvcWFnQrAWzX1WX6O4DbEa4lmxDlgw2wp72FdEEV0OUwIlMrmHQyjHlSxj0dHCvWMyLObDybNq2bFOTFdu81kM1sWOSOsU2BMw5FYp5omDM+Z159s0/SMj2JRUP4uuJjRTTDR640I4dn8RO3zSO/XXitOGMedxDHccsGWa/Jl2k6uivRLfKLSqaXXdJlRzY6FvzZcuJJiwmZuEjqGfsT3793t7g6h+Hx+8TPj3T/chXy13bPdUbrqFEsZRyokKS6SOO2YF24jFQ9wndxjPNeyzste7ZpnFjOLHLWzM+ryxy8WvVh0m0GsGjl1yeIW3XG6wUhmmEtx2uQ8aO6PaLYonEcqfnTvldpFcQDBS0DLBz86/wBJXmf3hzr/AElfrH944Oc/D4/eKmaRaTZ3rfnNVp/p/UnY29iZvS5r/XapcdqWloRNyDJLBllz5MpI/UbJbnI466681FiMyZsiNGesRNmQbbDlXC4yRwYEIbymMVzWDEIbVeQj3u2RrWNRXOVV8kRapjbLRcb1cIVotEItzulyKMEeNHE8xznK9oxBCIaOeQhHuaxjGNVznKjWoqqiVlc9FBh8tqn1g1AkxEnBsbLGMOpp/XSbnrdNGsrvJYZxSVuhvo32KLJxRbKNRpQf0FjL6KPaW6eYtw9aQUuH1z7jlJg+Py5tvbrakKk2sxCH7jJL91h2Q+4hyTPXOfRGS64iM0tuHG5WGGW00CR6RPhOUW6s/tkn7jwfMt/hRmNTGdEvur2oWaZXh+LT7xBPICieDhy5TmAEBkSIWQ0bT9gkoMTu9tXIxr+4we6DVa9CelEXEOnHR3TXANQ87tGMXONEO5y3O5wILDTDSHXC4hiPOQCShQpFwQCFYjnKLsEJxUrUWv3EMRq0B1xIuwz0f1MIjP2GeF3ZCKItZ7/7Jt2F2bmX83gJHi/SJcJZJPn1CslJPsNJ4Lm57kfsMjx/tIdZPpEOENJESc7nJL2EnAM0SRfURY92CUNGMi1F0hDkIl0YveRfXzort/Dzona8Mh022+rZXc59/wDsOPD+u5fZgfqYxHQrqMkYdId1RYphq4kyczZs6z3JJKTXRHb7/Xtv7Ki8KvlsXud31s4fbjkqeNJEanSIj9pnt/8AERD8J8ldz6Pdtzp3+wiEr3RziA0s11hXk7SzKfl1vHZEGLesLgWdPNgKsmpLtY4/BtYrDqosgoVgTLqUKbUqvfSSiU2ohWpMqSkuUn3iI+8idcL7OxXcJHunV5dbHONbLzo+e0XKNx7keVdCRzj5saRnMJbK0jeY3Ne3k1OTHNcm6Ki1C9n+jjsOTWuJfMX6jIuQ2SfzUEyFYAy4pkGR4SKGTHyYgSdsoyCfwcvAjHscqOa5Ehtktw+wlGPxSlErlNz6WxK2JR78pnsR+fZ9omC5Rk9fiWN5Bld9Ofh0eL0dtkFzKbbky1xailhSLSyfRFjIW7JUiLHfWTbaVLWaeVCTUZEdnx+kO4TFfn6mTyMuwiVg+f8Ad7y6eObbDtrN1OZjkgSzMc0KuN/gAf23mhypUhjC8Uco3PBZCsa9Gua7i53Li5q7bKm+P5R0G6fYbLBb8r6qrLik+UNDCFdLfCgmIFXOZ3Rhk5MJ7x82PYj2/ZV7XN33aqVgcwbQDXHUpdeWFaYZreRLY5CIF0mjmV+MvORmXHnWnMrtW2KyIrZs0kb0ttJrWlHMSlJI8yXCFwFR9G7WBqZqpOgZFqFGjGuhx+sdckY3hkqQlaHJ7sp1ltWQ5GiK50218iIUJx19bKZj6YU6NVL98Q4Rf5UJW/d/aFqJ5f2qeAfviHCL/KhK/wCoWon9FBHOo+p2vWd26bYYGmN1xKxXFnbOwFvuR5ZhO27oCynRBN7BduL2hjge8avCR5AlIN0xaKaFdJGk97tWXXnXDH9Qsusz1LFLLvVljW6LJa7cEyPbmTTv8XHTdQvlTZYxG4SgBFKDHMK4XWXSDENcsAttPszim5AnmiZXWLCUfKWP3cZt5uBeVLyyPoTWkSJLavY9HmSIzm7L7iVRzdfOFLV3h/tLJWQ0sy4wlmYpFVqHSxX38cnwnn2ma920Uybh4taOrfaZVDnKbNUpp5EJ6dGQ1Lezr8XFzEueETVbIKeS45X3GnsS1rZSUvRlv19pJqpMVw23UpcZJyLIRzIWlKiJw0LSR7kIxSJsxSCI5Unbbbl67vLtsXZy8+23bt9QzfpFtuRksN1u4soQePsnmiltRYfeRxRxopklR5SShLGK7vtERvYMN7GK57Hk7Twxx9InecJZlthxqbgjn5k+zgnRshj3FIz2CLOnx1gTbc63nbOjMWM843pMiSWGKiDMMTTDlcvOv9JX6x/eHOr9JXmf3jg5z8Pj94Gsz7Oz9vtF09k/BK1h9v21LA4czI+HrQcy7j0Z0uMu/wBuD0fb9Ih6zUvT+h1UwLKtPcmbUumyuok1cl1tuM7JgPL5XYNtAKWy42iyh2DUWVGWtC0ofhtrNJ8uwtA9G7ncfLeGemojkKcs9O8jyTFJyJElDstceTPVlVXKSybhrbrigZG1EYUpJJNVM62jfpK2v4GmbNIc/FdQsliiI+JOst1kuCRN2Pao5TiRzMVfNFVvbKxU39aKir669LGls+15/ovgsyZGDOtmU47BHLjuc04XIeAwM2KRdkQjWvU0cu7U3VrkVrV3RI7XFpwUSOGnC8RzWvzr55V1veJxW+9aqG6CREvZFTLtq2RU17U+WblU+xUXvVS7IU5EVHjI6sr1hS2bBudR95/zCXnmeCYZqLRv43neL0mWUb5ur+T7yuj2DcaS7DlQPlCuW8nnrLZESdMQzMjraksFJWbLqDMzESjMKJ/EstyjFZBOes4xkV5jskn+kbxSKS0l1b5Omwo2zc6sVfNyGaN9+UzTsY2C9N+q111IsN2gZIRZeQ42QSlk9sImyQS3HcBeAUGxCBUJBE4hY1RoByueV5XVp861unvHtFstxm64UJIOH5qA6BgqQ53QZdtZEHKahTqUjwymyAyRKQ5CIdZbGowAwtT4nUX+kY/olOH2kr9vIdXnPw+P3j6+PSILF/RPWpNfJbNzVu2fWYVJZ+T25zC5pOx0trOQ16sTvMgkKNRbpJKjPY7KbNTdV2RE819XqTzX17fy1SlB+aepN6+9hmD5tqJcox7BcZv8tuVIQ6uvx+qm2j8eMt9EX12b6qypMCvS+4hK5DxtsN77uOJLcxkowH0VuoV9jrFpqHqXTaeZC++7y4zXY2nPlxIJNtE2dncRMtrozVkck5RKZinMjk0204mY4p1TTN9sLj14NqSFGranUeNX1sNsmYcCq051CiQorW5qJqNDj4YhDDZGZ/RSgi3PxHY/fCuEg/zdUJJ/8w9RU/8AzMTIUXy/WzqCu/h2YlpPdcLCzZz3raZVzkEcnNHN5yrcyM0Lkc1VYkNxmvGipI4q5i7U9Oel7o6xx0g+ouv+PanySo9ogtyKBZIIWO7KteooF6fNNJG4ZUaV1xbGURla6EpWMMlnqfRKyiPc+IVo/q0jWX8+qBjk/emJO/8AdCN/5JlF8PymC+/T7jM4dNUMwpsEwvPHbLJr9UxFXDk4vltSxIcg10uzdaVYW1GxHYdVGhPE2lbiTddUhpHM44hJ3RCH7rrv1B47JZBv14lWSaQaFaGbZoEYzhOc9jSNYe3seo3PGRrXonFXMe1F3aqJYzHOkjo0y6IW7YjjEDLLcEjo75Ftym9TozDsYMjwOJFvZBNM0ZREcNVQjWFG5U4vaq+N05xH5gafYLgh2HyueFYbjGJHa+qeofKZ43Rwab5Q9R9Ze9S63qXU6PWd6fV5Oq5tzHZbxN8A9DxB5+1qNUZ6vTy7mVMWtyhn5pN5RDyCTWIREqbgklkVauvskVSGYj587zb7NfENLbDrb7kq87UTUbC9KMSss61AvGsexaoXAan2bkOxsVNu2dhFq4TTNfUQ5EmW4uZMYTyssuGhBqdWSWm3FptwLj/4QDIj/LIwW/sPAtU9y8D/AKxhhuGS9XmXidnmDW26zblNJJFInQbY+WB5jds8kRWDilhq5VKI6gcLiJXBKwbFQSpKWplo6cj4vZ9KNWbpj9ux+2AhGgWy7XxtukhBEaSJDkRTkuEa5t4DGeL4ocjmcfiY5ilYSQx1mP70pJ/3xDH+SBz/APaIfvSkn/fEM/ZpA4R/Yf5URef+7+4QP5ZY/wD1D1T/AKDD8/d/8IH8srH/AFC1U/oKJW/L3q2X1W2//wDywP8AyTVek0Y+jrXybd8Uev4JqDcFX/rNX2eFnh1yvhuoLrD52rKdRMSnS02lNUPYQnGnsatnjNNq9AsCyuwW9XzEJYU7EWkmkSI/rMc2XJEz1q6wUr0p1r001urLS70vyGTk9NTWCKqfanjWV0UBNmuM3MVAjSclo4aZ8puK9GceRHN02ETGFPchPs89VBXjMJmSz8lu8vMY5IuTHI10wZojIBWlcNjkUkQYY7RPexWEcvZY4qv7z+TyOe65enFswezYPj1p02mhn4NAEQduLHuRruBQ98znMFcDyppTjEVxBDaskjY42NiiQYQDEwAAMbrNqAABSgAAUoAAFKAABSgAAUoAAFKAABSgAAUoAAFKAABSgAAUoAAFKAABSgAAUoAAFKAABSom3EefNxEa+H79atVT887vhRgVm4ji24h9eyLuLWrVUvLO74UZG6zBmo7CsRX+1kH+9h15lNSk21Gz9FXdUvd1T9U+QlAAVRxjRDWTNaFOUYfpZn+UY8tchtm4ocUurWDJXEWtuSiG/ChrKa428242pLPOpLjZoMubsHbXa8WSwxxy75d41miGI0LCy5AYw3Fc172ia8zmNcRzRvc1iKrlax6omzVVOmsGMZLlcs0DFsenZJOjCccgYESRMMMDXMY4zxxxke0TXkGxxHNRjXEY1VRXNRaX7n3bnsPwd+1qrWhs51Le1dlSXNZIXEsqm4gyayzr5TexuRpsCa0h2LITzJ5kOISouYtyHQHZIjHNRzV3a7zRUXdFRfUqL6lRa6RzXMc5jkVr2KqKi+SoqLsqKi+aKi+Sovmi1W7RTiH1V0Auzt9PMkfiQpDzL1zi9gbs7FMgSw40vktqZTqUm8bbXSKXHUxPaZddbjy2ScXvJL0p1gxriB0TZ1AxjkaTd4/aw7qhXLZlzcayKPCeYtcesVsknd1txSHGFqbZVKhTIswmWkSUIKKMMxXoqMnlrrtecJfnS3oZQcYyioqlLNVfElOR8jqMinNt82zUyS0jFW1qIvpoqkEo9m0kKldV2nNhnYLcdQI8YcHIsffG7pmCTlNBIOGD2pDm7Oc4KmCUJidxRjC4DUa0yvZsF6BNYMps+qNo0llTz3LDMrDNSPFIdzg2uXFBIuayYo3o9BMO0EkUiOFQMOeSOSRyvFs/DqAb79w/NyLvMhbbgntrXzV13BDlONYVxQ6W5Ll+QVeMUEB7LY8u4upLcGrjO3GB5RSQCmz5GzMBhVhZRUm88ttpHMRrWktzGSXiT4BLfiGznJdctO9XcUkv53HxyfT0thUSPmw7V1+LUNJAmRc5orWwOwjyIlYUhDjVWbakyEklayPqDBcRJVuStttvb7/vErHhWUlfDdoeaTMyLTLEEdvfu1TxWlf9tChUrqULfNP5lk1dxG+PteQyGCxwzHR4sgT4L3y7onFJAS9t6nAiEc1OTmoNBuFxJ3tg3RZDxXVy25R0+6hYsO+4lEKbMI5WzJ0M4rkMcGyKjlhnApRpFlOcJHPRjHqVSDOrgOjYabb0XfEhWoYVEtNML9TprJxNTkt2ycYiM+Q3vlvFoZGRp5f9jNex7kfYRKP+a30XnElOccRKsNMqZKPzHbHKLd5t/YyJXT+R8YlqR9Hcy50o37C95lIWEWDN+I/iDay7KYcbXHVyFGg5JkEOIxX6i5dXtMRWbSWw3HQiHboLpkyhKdjI+wth0+k+rOterjbwCzrjdrSwJESQeTFuKlckpJCNIJgpRAvezw73OYRo2K5WpvxVUTIdfen7ph6fC4zJyNma3tcsWe+LGgz7N4dvgHQ3PCckiAKSMb0mjY14yGNwa9VVHo1zr8sY9GJiuHVScp4h9cqjHaaJui1jY4uvoKeM8+aG69RagZq4htJKkGaVMrpm1OcyUtPJWY+3nHGlw88N2JTdNuEDC6iztVPPJlZS9AtmsZjS/lGcUuVZWd4+i71AuG95KYy3nCgtR50VUafIisHXjDzfZFkGVWsm9ye9uMju5ppOZcX1nNt7SWaEkhBybCwecefMkpIi5lmPjdhdhn5n2iWhaLzr/KBK1T1BnahAhEaQFuZHBabVyZ3Fa6VEiOe6YUTyK4RXlG7gihMhwucxYBd1KWvDIk6JoFpPbNIJt1A6PIvRJUi/5Ag3OAj2wbhcWoy3CkhDxlBFHKikesiO+PIGMzZJvDnmuU6kcEBZtmd7YZJk+QY7rlMtrezcQqRIdazfUWIyy02yhLUOAxEjsR4kZhDceLFisx47TTLSG0xsUqJRbl3CQzwiyvVPR1QZXZ/U2G6+PFuRmk+nnOpjpcxEoty7PYZCPIg0En6J9nb39/xEe9OUaPH1C6iQxhMjAFegjGIbUYwYxzr6jGMY1EaxjUVGsa3yRrdkRERKlnrImSbhpD0dzZ8os+5TsWJIkHORxSmIe14w95SleriEKQnceV71Vz3O5Oc5yqtcgAAtrwT21r9q5PhR16lcPGsVFmbq5buJ2RFjme10RLLrszFLGTHclSYzT0dwznwpceHOYJrpPPqrjhesNMS5BqlJQJ8G1gwrSrmw7Kss4cWwrrGulx50CfAmsIkw5sKbFcW1LiOx3W3G3G1KQtDhKSZkZCG12e0iP6xni9GdxEqzTDJ2huU2D0nKNP4fylh8iW/YzJNngSn2ozlauTIbcbaVTWEqIxHbVJQZ19pEjQ4pR6x9wqYdWumKT7RG1Is0VxLhZ+Ee5MG3dSw3uRoZaojkXlDI7gZWje5YxUIRzBQvPZP9H/rgtkv8zRjIpipacmcSXZnkcvGPcWDV0mEi9teI7gFneF3DjCyXGUQREk3NVW+fiPM08POvJl3loxqiZfWWEXm32biJqXaRGJaPEOST4fNeubsJOimq6t/dtgWQdoiX9ns7vZ9Q5/RsvLB8pGqeTLrui/f9qHGRf+an7a6b6R4LW6rYQdP4ZceYxf0DuVwcn7SO3/i/CgAAuBwT21rxqSbxGrSngFyXc+Xm0hwEk/WbuJkRfX2iNgj80vt/nMSROJczLgCvtvbpVpsn7FTsOSfwMxG7R+b9f/8ABVDo7EiaY3xV9f19Kb+q32v/AB1fr6Rb/wAtWKN+5uKQP23a+f4kr+hUHTrCK/O7SbVzsmZxp5MOOmpdfarno0m5sbODUVqbVM68hPR8aalz2XbSVWM3FpAgNvWDFFYRosxcanwb7e3b7dhaeWA5Ixhw5CRZTk/NlczuIxyKiorh8mc2rtxc3k3drl2VF2VKLWmRb4twjSLpbku1vGq92P3XgUjVRUVGmHu4b278mO4vajkTmMjOTHZDuCvVe54XtdX8P1JgXOM4hqOcXGLz5fqrLG26+zjXD8DFMylMZHAivsVTE9+yivreSx6vGupD76SXFU0UiLv2+rfz7faIkWmllkGQZjiOCrvZKqbMMjxvFLCus3La0onYVnZw6ts7CihT2lWTMZDyXGWm1IcQ5GbUwpLqGzLPdwIZ9qnb4Db6aat4vltZdaWSotFj+T5Bit5SRcmxYkOM1kM7CfGSzNt69qMhtRkbTjsCXAcU286mVJcoh1UaaH7n9EKN2kkRgxRXJUc1viUe94AShjVGuQge2yOdiOfyG+O5n9LO5dqnQdrQBA/0IZqk8BOk3KTZGuR5XQe20UuRbzHTZjgyGPPMiEcISocU8ZF/PRWrfeMTvFn6O93PrvNdXdI7smMsuVPZBaaeTYUJiuyG56JLs36O5acaKstprrTj6m5TTrUmdNcW5LitrM05YgFUcJzvJtPby2+YvP8ABylRGFY5jSCkB5te4JhuRUcxytTdWq0jf4Q3sfs5L66o6U4TrFjD8Tzq0/WdtaVJAHsI8EiLJYMomSI5xqjmPYwz/sPQgCbohwlaiNqHhk2JZRhdq7R5hjt3i10y2287U5FU2FLZIZd36LyoVjHbcJlZEZoXy8qiLdJmQ8+Zbe0j+oS+s703wHVCjVjWomI0eY0anVvog3UJuQqJJcjPw1zaqaRFIpbP1STJbTLhusSm0vq6TyDPcR2eIrhth6I8TVPhUWjyAtJMqynE14bYXrjr7d3Sz046rK6aLcxlEch2ut7KfBNKnCnIjFDkyNjlsvO7HdIOoGyaoyz2I9rJYskjgJIQXcaYEgQuCEUBF7ZO63kpHAcNeAWuehSI1/HTX1HdIGR6GW4GV2u/My3DJcsURSKB4JsIp0K8XixMUwXR17XZ8YwjGrIeITo4nGCj7KgFd+JPRK04f9Xsm09mesv1DDx22HWsoyU/eYdYvPKpLF5aI7KVzEJakQ5httIZKfUy0Mc7SEOLoQJ3tFztl+tdvvVolpOtd1CM8czUc1CCK1HsdxI1hGKqL9phGMIx27Hta9qtSqWQ4/eMUvt3xrIILrberFILFlAerVUZgvUZG8mK5j28mqrHsc5hGK17HOY5rl+1juQ22J5BRZTRS1wbzGbmryCknIajyFwbilnMWVZNQxLZcaeW1OjMOEl1tbajb2WhSTMhLR0j1GqdXdM8I1KpUoahZhQRLRcND6pPyZZpNcK9pVyVMNesvQb2LYw3HEtpQ4uCpaC5FJM4ie5e8vMhlh9HXxRY7pnjGqmA6iWxRMdx6itdU8WUcmvbmSVVkdtGW4pTpt72OmyupbaKqTU10ZtHUebtHXn0m4jat3VJprJy/EYOQ2SESdf8XMidoI3lMeHKeMRWDEERCleE3ZkJ5owUdst67qqJV0ehHWSHp5qHdMPyO5htmKZ2DdTyjx40WHcYDCmjnNIlyABAI8d0mK9GI8siU+AxE4j3T6XpUdZW7XJsQ0LqpCVx8SbYzjL0traWXzjuYMiNjdbIadhE7EkxMZmSZfM2+pmQzmTPOjnYSZYjR6rO82vNR8zyfPcnkNv3+XXc+9s1Mqk+qsvz5C3kwoDcyU+5Gq47Km48VhTrnQjRmmSWaWyMeU3L3l5kJp00wmPp/g+PYqNo/E28DXSiDXkhppfzksqEVg3vYp3PaDuNR7I7QiXyGiVWvW/UyTq9qjl+elaQMS8SVbCCREY8FujtSPAE8bSGGMyRRjdJQRHjfKccqOXuKq/o9PheHZDqDluO4Ridc7aZHlNtDpqiE12E5LmvJaS5IdMuWLCaQa3X317NsMMOPOKS2hSi8uZkktz+AzYejA4eW4VTYcROUwG1zrhNhjumbUluuklEqWZC4OS5ZHVs67CsJE2LKq46iVFfbixrJLiHo1i0pPE1TzyFpphN3yc7WnmCb2YIHqiJInFR3YGu7xq4beLjHRj0J4cRlGjnIiLy9CNJrnrTqZYMHgudHgmcsq5yWrxWJa4zmLMO13aO1pno5kWH3BOE6dIijMrBPe9uS7RbSeh0S01xTTbHjRIi45WNMTrToORnr+7e/h7m/ksvy5C2HJdgt91DByHkRGVNQ2F+rR2UpqmADTxOnTbnNmXK5S3zrhcSkOcxNuZTFcrykfxRqciPc57tkROTl2RE8q9F9qtVusdrttltERkC1WiOGLGAPdGBjxxtCETEVVXiMbGsbuqrsnmq0AAHFrsKAABSgAAUoAAFKAABSgAAUoAAFKAABSgAAUoAAFKAABSgAAUoAAFKAABSgAAUoAAFKAABSoknEivbiJ19I9z21s1WLyzy/L3ii/OXj8PvFY+JH+6K1+9v9mzVbt/5+X4ouN3WDBczCsQavrS2QUXf17pGEi7/AMe9eZzUJEfn+cu3/hXi5r/9aeuXnLx+H3iS76OJP/ckaeq2/Ptc8V9hZxfo3P7El9hEIzoqZQ61ayYrSR8ZxfVvU7G8aiNzGouPUGe5VTUUZuwkOyp6GKmutW47KXpT7zjpJbInFvLUvmUpRngutulkvVnFrbjsS7DsxIVyBNcUgnGRRjjTI7mNY1zN3qspHJu5GrwVFcm6LUrdNOtMDQTOb5mc6wmyP6wskq2CjiOyP+ePNt0tjyFeMvESeBVjlaMj07iORjtlRcm/pb04qjKtFjgHTlmJUuaoyRqM7HO7Rj6pmOScVO0jtq6jUFVhJyxcNTiUpcW5NNBq2Vy4gecvH4fePx1519a3XlqdddcW6664pS3XXXFGtxxxxZma3FLUpSlGZmpSjMzMzHGMv08wv8gMNsmINurr02yNMxJTxIB5WlkmkJuJCFRiDQqCY3uk4sY1OS7Vg2seoaat6lZPqJ9SMxxckfGd4IZvENCseFGhqvf7MfuvL4fvEf2R7kI5dvvXmSvc+zcv2+sZw/RS6dWlbhmrOptnBNiDlkqlxjF5MhuS0/KjYy3dycjmRidaSiTUuWFtWR0PNqcScqimMGaFx1pOyHhY4GdRtfbKoyLIYdngukankSJ+VTmERbfIq9tEaQcXB62a2apypKH0NtWjjSqxjlkOJVNkRFVz0jPEMMxjT/EqfCsOqI1FjOOVaK2prIvUNDEZlCjUt591anZs151TrsmS+tyRKfkOyJDjrzri1Vb6r9WsebiUzTiyzgXe8XcrfrDtK0w4QIUnuKJ5GP4DnOmxmMUK9x4RCP3xhcSO591+gzQPLHZ5btZ8gt0iw47j4CfVPfZ2X3SRcYix++IRRq8ttHb5hSNlN7YzSTRVimO0ExjIc3ULx/b7Q5y8fh944gF2OC+ytbfBK5Tc3Iy3V3e/8RK24RD34ZNDz33L8nONJI99y/g69ptRF9S0KL7BFEErfg+/uYNDtv5PqQvJtZCpHWU3jpnYfxW+xv7wudX8+jqYiay5a5P9rEpP7q2erkRDqz7mazrNUKM+YsuyUj2Pctyu5yT7frITFRDr1ILbUHOS92YZQX/t6wGB9Eibu1MT79rN/LdKlD6SpiOZou5fWi5Gn7LFXkOcvH4feHOXj8PvHEAvnwX2Vqz4J7akQ8Lykt+jUccV+azptxCOL2IjPZvKtTXFGnc+/YjEeInEn3b+QkJ8Nfb6MWyM+89KuJM+z2cmTaqpT/2UJP7RHlR3fb/oIVO6e2OXU/qVX1bZBt/dC+1fTq4ajtGejff+txJP22rGv8SV2er4q/b7Q6vir9vtHCAtjwX2VQvgntrm6vir9vtHu9MNSci0k1CxDUrE3W27/DrqPbwm5XXVCnNoSuPYVFmiLIacfqZ1Y/MhzG0OtqciznW0uINRKKnwDjy4MWfFkwZ8UU6DNG8RgGYhBGERqsIIo3IrXjIxzmPY5Fa5qq1UVFrmW+bNtM+DdbXNNbbnbDCkRpACOEcBwvaQJglGrXiKIjWvGRjmvY9qOaqORFqVVn2ouNascHWqGpOJvPP4/lvD9qfawUSUtImQ3vmRkUSwqLJEd5xtu0g20ebCmIaddbRJgPNodcSklnFb6mxmW6uzYuw+zuI+zt8RfVwrcSPzM0o4i9CsqsmY+Oah6Par2OGy5z8CLFqc+a06uGDqzkyjbW4V1XwocaOz1XDOxrYceJG61g+tVhiFGojUrtMz7dvDYi+AgHQzTqXpjddSsVc9xrYk6LLt5nua55oMgJEC56taz86JwiRjqoxtccBHib2nMc60/U9qtF1rtuj+cojA3f6okwLqAQ3jGC6xJLXymia9xNgGbJDLjNaUyjjSRDKVZDDNZ2er4q/b7Q6vir9vtHCAsN21/FKqWrG7L66kocUThs+j8yBaT+l+TTS1Bblv2PXmEMq9vfyOK28SIRuHF8qtu3uLu/8A6JH3Fes2/R7X6k7b/k50iLt7fz8kwFJ/BRiN0pRqPc+8VO6OVUmmWQJv9r8oZir/AO1b7Vt/ItX0+kRZ/wCO/Gm/1rcTt23/ACvf65Or4q/b7R+dQj79/wBvtHEHZ7TIi9pnvsRe89iFseC+Xt8v11QxWNRFVV2REVV/QnmtVb0QzaDp1qfiuoc6qjXbOEyJ+SsVc1x9mLLtayosHqFD7sdZKZT8ulXcjiiWht3prW08lJtLkc6U8ZejmolbNRkOQUmmuaU1mVJdYVkt6ymQq0fU78mtYtZzIcMsybmsNG5ETDjlKdIjL1RP0DXGPtk3eKqyLB7qpRWWkDJWWr6HPjuN3FVdYmq+p5NSpRPcsckSbWwRJb5TUbkVsudPTMlck68YuZFtYT4bLL8yirKuAzDQsosFysRQQEKScmQt1BHVVL6ec3HHOaR2me/MUG6qaIY5q0sOfPMSHdADCyNPjP5cY3JXoEgHvUJxPccxebGiMioHido+4M1pNBOpDNNBR3O0WxorlYpRTHk2eaPgx01wWjWUKQNjZMeQxsSNGUbiEA9jy84xDdgkeYK984vlJx6G5RyaZcOuZYr5bNjXWTFh6+8dpYP3bb0luRDOrdjExCKtZcQ/CcU5PW3JS3Eo1P4m9IcayheDakX7ukmZoj+vlR6lxTx6FJqXVbQbiszZp2Rjl1Xyfpk0cK5kOIdjvRZLUeZHkR2sZ3Bhxf2Wn2fFoLrE+lnEsgk1tbplesSPWa7CpjTSKesxWxkvyFmvHniisQTkNvPJq7evdYeR6o9JlVuRfim4aca4l9PXMcsHWafLaVUixwjKyhxXpNVZuMdNyumSFx1vljU1TcQp7MdSFrODGfIluxWkjX3dtO7Zgmew8a1NWSDFrwMb4l2t/bE9oDOagpZhEjyO94bdzbjFYjJKERzwyDjQCydsWO6u3bVXTK65ZowOIfOMfkPjzrJeFe8Xio3cdKgAkhkxVG6Zux9quRVWI8PbZJjRSLJZCrrjOZ4hmkI7HD8qxzK68nOkc/G7ysvYROEhDvTOVVynW+fpOtq25t+VxJ7bGRj7U+vg2kVyDZwoljBfNs3oU6MzLiPm06h5nqxpCFIdNEhppxG5HyuMpWWykkZQ2biqsscu7entYr1bd09nOqLeC8XTkQbOskO18+I8lJ/Qebkx3W1lv2GgyFw+lnEhrvDuMOwBvVrO3MRnZJiFY/RS8gnT4qaeNawoyaSE5OcccrKVcTnYdiRlsx3mXVNOtrQo0idrl0W3uMgZGO5/HlmR6O/fEUsRGM3RUeM0c83uPTyVuzBovrR6VV2z/SL2CUeXAy7SWXb2IN40SNcATVJI82KE4JUSAgAuXdpH9yQ9ibp2SKm1ZzOPHh0Vrzo9In49XuzdSdN0WGRYa1HXOVJt4DjLC8pxOPEiodKVMnQoER2Ggo63nbGmhxUPRmJUp0RnDc29qu4j7/f9omgiOb6RfhsVpBqgrUfF61TGnmqs+dYkUViWcHHM5VtLv6R55x55EVuctyRZwG+aO2aHJ8SFFTGqlKH36Q9T+2eTpZdzbMkqaZaXqhHbERncmQd0c5GMcxjpgEQY2I9JzilUhhNXgfSAaHNkgia5WCNsaKgIGQMb205CVUDbbkrUE0j3sc5ttkkIYru0tqGIQgxzkXHdzl4/D7x/SXuXc0motyNJ7GZbkfeR7H2l4DgAX54L7K1V8Erl5y8fh94c5ePw+8cQBwX2V+cE9tV+4btFLfiB1exbTqAciPWypHyrl1swS96LDqt1hy+sUupgyEszVtOtQ4JvNdBdlawmX3Gm3VOolZ0FFVYvRUuNUUJmtpMeqa6jpq+Pz9CBVVMNmvroTPUWpXRahx2W08ylK5Wy3Mz7RZB6PzhzXojpEjJclgnG1F1Rarr++YksTI07HqFthbmM4pIjypJpZmNMTJUyYaY8V9Mq5XBkk+VdGdF+w1S9SWqCahZs632s/cxjE1LFiq1w3skSOfGXNY8aLyGZ42Cj/nCDWOAZx8HSCou9Lo00OTSXTZt8vcFY+c6gIGXNQiFaWJCYj1t1vcMip2iCGUkmWxQAkMlSSRJPdSEBzQAArtVwaAABSgAAUoAAFKAABSgAAUoAAFKAABSgAAUoAAFKAABSgAAUoAAFKAABSgAAUoAAFKAABSgAAUqIvxImbPEVr+hX55a26rEft7s9yD27ii/X8Ph+IrDxMOqXxHa/qUSeZWtmqylERGREZ57fmZbb9naKI85+Hx+8bzsUAgcWxsO/mGBEav6WgYi7eXq332rzP5q1xMyy4jkRFfdLgu34byyrXd6/h8PxDr+Hw/EdLnPw+P3jNtwF8I/DvrVoIxmupenh5JlJ5dkdS5ZHlud0pHCglXnCZKBj+URI30EPrPn6POrqHzqVsnbF9T9S7BpRYoWQ5DDmToU2YOE1kJgCFQhAyDo9WnPHZwRkd6LsRXcnMRG7K5zcy0c0XyjXDKJuJYlOt1vuUCAW4vfciyQgUAZEWM9rHRYc0imV8sasYomsVjSK4rXI1r8K3X8Ph+Idfw+H4jOBxY+jc0todN821O0XlWWGWWEY/Y5bY4lcXcm4xKdjmM1c22yNMCdcqesq69OvjSJDCnpsuM87DTBRGjlJTJj4Mupv+b2+w+z2+Y+2m+pOL6p2El/xl52BjmfHOCUNopICsRr0aRjHlGrSDIwgyCKUao5WK9DDMIfz1d0YzLRTJh4vmQ4xJEoDJMaTDI80OUFyqxzgkIEBUcIzCBKI4Qma5iE7agLHMat2lPENrLojLaf0xz+/xqEmY9OlY4iQifiVnIktJjy3rPFbNt6BLluR0IR6yccpbRISqPIZcSlZZ+OELjixziViTsWyGrjYhqtTVarKXSxHXnaHKK9hpLdhcYs7KUp2KbMhaDfrpDr0hlqU06zJmtIluRYzPOfh8fvHudNNQ77SvPMU1Cxp1bdxid3Ct2GUy58FmyjsOkVjRz5FbKZfOnsK5UuDOaQ4nrw7B9hZmhxRHiGsOhuLanWa5GHbY8DNUC9YdxaiAI87WJ2RTSjY5x4yq1o17rDujjc94Go7dHZ5oD1H5vonkFmD9cSrlp14hnj7Oq+IE2MQj3SDW4JiMZFmNUpJDeyWOOWdrGTHPH5t8n1/D4fiHX8Ph+I5LmssceubbHreKuFbUVlPp7SG6lSXIljWSnYM6K4StjJbcph1B7kXajuIfO5z8Pj94m9GtVEVF3RfwVF/alVwUKtVWubs5vkqKmyoqevdFTdF/Heu4bxGXaWxF293uL6xKn4ILSLccKGiMyGtbjLWJu1i1LbcaUUqku7amnIJLiSM0pmwJCUq7lJSSkmaTIzimc5+Hx+8X98HHHTkHDSmXhmTU8jMtKrayRZKroT0aPkWJWb7sNm0tseflI5LWI9Wx19SpkPRmFym2pMebAUuf6/APUjpzkWo+nwLViwGTLtargCcgHlYJx2MBJjPGJ5VYFCNSV3vzpWIrBPYzkV7GLajo+1UxTSDVWZfM0kvt9ivVolW50lgimSMV8mHMEQggMIdw3rDcD80IjmkMN7+AWle2TCZkktz+r2f6RDYza4hXGY5VbVzpSIFnkd7YQ3yLYnYs61mS4zm2/ZzMPNnt3kZ7H2kMt3EH6VGjyfA7bE9DMTzOlu8mq7Gnn5jmLsDH52LRprTcVc7GI2J5BNdkXZxX5px5RzIR10hhiQhEs9228Lpud2xF3EXdt3Ft3EYwfpS0tzDALfl9xy+3JZiZC+EyPGeRj5KMhpLUhitGrxjGR0prAtcTvqoiuIIY1A80j9cmsun+q110+tWA3n8oRYkO6Ply2BKOIpLg63IIAHnYIhiCZBeQ7xjWMjThYM5TJIHH7nX8Ph+Idfw+H4jpc5+Hx+8Oc/D9vtFt+CVQ/texKkR8N7iW/Rd2rqt+VvSXiVWrbv5U5Jqqs9v+SI9PU5Ozbx/bt8BI60rxaXhvox59TZqQbsvhw1dyvmZUSy9QzunzbOa0iUXYbiavIohKIt+VaVJPtIxG3J5Su09t+7u/EVM6d1GbUnqVMNeQyZGqtXy82rOvat803T1Lv5eXnV6urUBR6S9IITicEoMSYxzHtVr2OS2Y6itc1ybtc1UVHIqIqKmypXe6/h8PxDr+Hw/EdLnPw+P3hzn4fH7xbPglUV7XsSq46vaP5DpIjTmwsSfm4/qhpjhGpOMXnqS40WU1k+O1tpcUvMTriPlCstZb8ZxPU6i4/qk1bTCZrTSaN9fw+H4iRdmfDnF4kOA3RGjgRo5agYxodplkunU9TMH1lV2xp3Qqk4x67NlRkxa65jNJhOm7KZiMyThWMknSr20COVJakRJMiHKjvxJcR96LLiymXGJMaTHcU0/HkMOESmXkOpUlaFESkqSaVERlsIL0D1PFqXiZmTC75Ni5EiT2r6yJuRIktFVz1d4kIl7rl4KssUniJge0rrJ9TuiJNH82iltoNsNzQHjrW/dXIJyMEs6C5e0NrXRDmRQsapeME8NSGIdS8efr+Hw/EOv4fD8R0uc/D4/eHOfh8fvE6cEqtna9iV3ev4fD8Q6/h8PxHS5z8Pj94c5+Hx+8OCU7fsSpKXF6s2/R33qi9mB6JF3b9+Z6cF/OYjdqeIj2Ivh7fMSPeMXs9HXff4i6H7/AFfPbTbf7dtxG1Nzcz29579h94qf0bMR2luQmRf6bkc1Nv8Ae260uT/nrvV8PpEW7654637/AMlYC/3Xvu38tdzr+Hw/Efw6+XRdM9yMkLMti9ydy9vvIdXnPw+P3jifcV0H9uXmJlw07/pchknft7ubYWv7bfL17IqL5exU/wC6VQo4VcEqJt5td6k/sVrNR6Ubhx+TpUXiPxKvWcKyfrMf1RjRWrOUcazNpNfjeZvmTbrFfXPtMQqqWtbkRlMz5LJpp+VYyXE4aev4fD8RMrzLEcez7FMhwvK61q3xzKKifSXNe6p1r1iDYR3I7xNSGFpciSkpXzMvtLQ8w6hDrK0OISoolmv2jWRaA6qZPpnkCZEgqeST9DevVsmtjZTjMzd2myGA2844hSHWN25CWH5LUWdElwfWHXYrhioPSXqh+U+NFwC7lc++YiLnFe5SOU9sV7WNRz3uf9uEQjI6InbYkZ8VgmKoyuq//Xboi3D8wjap2CGgcczwzmT2sRjWRr3sQz3Na1jFRtzAx8rzUz3SwXApCMaUAk8JaZAdjV4pW8j5JxqimUxdY4RsuFMyrJclUcZuNCaUljnyFwlesuSXlO9QyeSwbEdiShwEcRR69aLwYN9OOTqJpymLi2WrkylSbG7iMRiLH8vkm/IddednV7SkS3nFF1rKsnOJQ20tpBRhec/D4/ePaYNqRnOmlnY3OBZLZYtaW2PXGK2M+oeKPKk0N8003ZV6nuU1NpUuPEebWg0usSYTElhbb7DTiJY1r0giarYiGzRzCtt7tkjxMKWRiOQbnq5JISOQby+HktdyIwasVTijFcrkD23Qj05a9XDQ3OSXuVGJd8WvUdsS6QhOVpHjEirFkx2uIMCy4j90G46Oa6OaXHRwXSO+L6+rWWxM41Y1OzmvaWzW5lqFmuV1rDhqUtmBkeSWVvDaXztoVzJjzEEfMhCty+khCt0lwaZLNepWnyewubNsUQX/AAl38BJe3u3UQp31D8Pj9491pc4r8p2m5dmys+w1J/UeRVol+LDjwYceFGYrI8QTBMRVVVRg2o1qK5fNyo1qbqvmvrWoBNIl3K6EuM0qHmz5CmK/bbkQr+b3Innsiucqon3er7qmRijuvejWPa+aV5TpnkJRmU3UQ3qS4fgIsHsayaGlbtFkcJk3mlm/GmGXUQ0+wqTGekQ1vJZku71iAaKLZcptmuVvu9tOsW42s4pACt2VRmC9pBPRFRUVWva12yoqLtsqKlema9We15DabpYb1DbcbNeo5osqOTfgeNIG4Jgv4q13Eg3uY7i5rkRfsqi7LUNbNMUyPT3LMhwfLqt+nyXFrWXTXFfILdTMyE6bS1sukfLJhuJJLjD7ZqafZdQ80tba0qPzHX8Ph+IvD9IUrbi/1gPs3N7Cd/t04xDvFl/Ofh8fvG7jCbwfJ8LxDJZgmR5eRWu3zyjHv2xklxBSHsZyVXcGuIrW8lV3FE3VV8683momMRMQ1BzrE4BXyIGL3m524BC8VK8MKaeMJ5VY1jFI5gkc9WMY1XKvFjU2RO71/D4fiL7OADh4a151kbtsihNS9O9Mfk3I8riyWIEqLeWT8h9WLYrJizeoTsCXMrpj80jjvMvV9NKguLjuzY7osG5z8Pj94zy+iGIl6daumfYfz2pCPb2kVCsy3+0z8xg2vmR3DENJMyvVoeorkgBRhER5BvD46SGE84nicwjDBGd5APa9OB2jevJGq1ZK6XsPsua6+6aY/kIWyrQSYeWWO5gyDlLbIEu6CjHGVjxkjHNDGOWJzHd6K4wU4OIhGZeAABpyr0F0AAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKVEE4nFpTxJcQZI3Mi1w1ZJJkfYafn/kOx7/AFbCh/VPx/WMVs4nC24kuIQi7k646tpL37I1AyFHb47pMUOG+LHGJ+T9j2Xb96R/+iZXmoyj87k+SF9XcuE1f1ySrXL1T8f1jGbX0f8Axf8AD3oxoM7hWquoiMUyRGdZBZMV6sUzm76lRYRaUosz1zG8amsJSb7UtJoU4h0vVzM29jQpeEUBiOqGldg1ZsMPHcinTIMKFMHNa+E8AyqUYTgRrnSI8lijVkh6qiDR3JrFRyIio7PNG9YMm0QyidlmKQLfcrjPgFt72XEMgwECaRFkue1sWXDIhUfEGjXKVWIxz0ViqrXNzfcWnpMNPMt04zbS3ROsvruVmVTZYnZ5zd1zNPQR8duYxQbpykqp5rnWMuTUyLKIk5cWtVEW+mW0bym0IPCKTqtu3v8A8E9i8h/Bnv8AV7vYX1D8HI020wxfSuwux/Fxl7BzOOc8l6FkyTORrOZSI1jERo2MGMQRiAxGq9okKUxCfDVrV3M9aclHk+aGjpKjR2RY8eGFQRIoGK56jCN5ClVXleQxCnMY7nP4KVRDCMfL1T8f1jH4bqvYSjM+wiLmUZn7iSkjNR+4iLcxxi8vgQ0NtdbeIjDE+orcw/T20rdQM1sHYsWVWtQsdmtWFRSTmJqyRMK1vI0GCcdJLeONJlyktLYhyDRkuSXu3YpYLzk12fwttjjlkm24o5zRt3QY+bmtUxn8QhYqopDEYNu7nIi4lhmHXbO8rx/DrCPuXbJJQYgVVr1YNSuRrjl7bXvaADORjkRqoMI3kd9lq1UL0kGgytHdeJeU0teUbBtWG5GT1D7C3Fx4+UMqaTm1S515rzpSjsJEW0M+mzFJvJ0R4iTKK6lvHv1T8f1jExbWjRrBtetPbfTjUGt9ep7I2pcKbH6LVxjt5EQ8mtyPHprrK/k+4j9d9KV8qm3mJT8OU2/DkyY7sYniT4RdWuGe5l/OmqducCetlwMb1KqI61Y7ctvEl6uZskJccXi965Hc5VQJiiNciFLTAfsIscprlZOmjXGx5bjtlwG9SGWzMLBGFEjte5UZc4sUYwhIBz1XeawTWtkxlc4hVY+YHcbziiW36u+nLIsIy6/6lWCI+7YLlMo02Q8I28rTMlmeQ4ZAxNa1kEhn8okpGMCLusgGVCtjlmWv9U/H9Yw6p+P6xjiAW27ftqkfb9tcvVPx/WMOqfj+sY4gDt+2nb9tcvVPx/WMVL0b00v9adUML0uxslptMvuWoKpZJZdRVVUdp6wv7x5mRLYKQzBoodlMUyTqXHyhdFklvONoV8bT3TXPdV8kjYhpxilxmGRykodTW08breqxFzYdcdnazHFIj0lK3NsILb8+a9HhRjlIVIkNIPmElPgu4MqXhex2bbXUyvyXVjKIbcTJMigMq+TKqqS83LTjOMOzYbUpNWqU1HdluupZXOehx1uR2SjMNtwTrfrXZNJrDIGGQGdm08K/V8FXNco3P5sHNliReaQxvY/7O7FlEG6OMjNiEFY3p26eMg1syeKQsc0DT+0yG/Wlx4uYx6D7ZCW+GRU2fOMMjEXhz8EMw5R28FEM1Zte6epxrhZ1nx6igs1dHRaBai01NWRUqTGrqqs07uYVfAjJWozTHZiMNNoIzMyS2RGZ94iJk5sRbb9xe3b2CX7xMmSeG/iBWrfZGiWqyz279k4HfGfwEP4uzsEA9DzXuh6lEcqu5ltXn61VUbcd99/0p51Zv6RhzFuekoWJx7Me8+SJ5IiktiNRPYnFfL7vKuXqn4/rGHVPx8zHEB9naL5cf0/q/wC2tavH9P6v+2pgHDIW3Dbw+F37aH6Tluf+IVAXtGGD0ofDg1gGeV2uGKQSZxTUyYuDlsdkq1iPUaiojPS1zGIkZplfQuq+JMmur6chR2cGyflSUHOiMnmd4YTUrhq4eVK25j0N0mNW3dzHgNAZ7eG49lqrprjWsOneXaZ5c065QZhTvVUxyMpCJkF4nGpdbbQFOoWgrCFaxoMyP1W3GuvBb6rTrfM2rTTpnqNK0r1RTIm8y2x0g8W4hYjXONBMfcyNR6tRSic1kgKdwSOMFjHkQLyI7fnqvpHD1u0Ug4oR7I15ZDhzbVJI57GR7kGNsFSKzknYOwhYklXiPwBIIYQvEjAQcNTqn4/rGHVPx/WMe31R03ybSHULLtNMwZYZyHDriRUzlxfWDhTkIJD8G2rVS2GnXKqbWvw5kVbjTTq485pTjTSzU2nwY3HRJMS4RIk+BJZOgTxDMAwnI8RglajxlG9qq14yMc17HNVUc1UVF2WtDNwtc603CdarpELbrnbDFjyI5mPEYBwvcMwSjfs8ZBEa5hGPRHMc1WuRFRUrl6p+P6xh1T8f1jHEA5HH9P6v+2uE4eyL5qu//f8AGpL3GYrl9HRkh9v9pGhvd/jzpsI03V37S37e3v27xJV40D29HPkRe/CtDC88700I/gZiNGn2l7j28hUTouYv9C7IXfcuQzP8HWpf56vb9IaxE1zsLvXvi0BPb/nvfl9n41z9U/H9YxxPOq6Lvf8A7Gv++/wT8AH8PJ3Yd27+mvlL2me3YLeIPmqN281VPX5fen3+f8lUQUSK16Ju3k1yb7fii+2puYxu+kk4bC1e0nVqVi1YcjUXSeHMsuSDEgHYZLgpmUjIKV99+Swt869JO2sNPPIWgo9hFhQ3ZVpuMkQfaZeJGZH9hl3DRVhmWXXBsosmW2R7W3KyGQrEem7CMc1wzBInr7cgDyAIrVa9GEcrHMfxcnpH1DwazakYZkWDZA1VtmQR3Bc9myEAVrmkjyg77p3oshgpA0ejhueNGFYQTnsdCTJ4z7S38zL+ch+9U/H9YxfRx/cNBcPuscixxyH0NMtSlzsiw5CPUkMUlg2qOvKMPZjQosdMSFAnzmHIDaWCbaq7SFG68mRHkuCxIbtcVyO2Zjjdjymzk7lsvsYcgXmN7mckVCBIonkGh45WkjyWNe7tSBFEq8mLXnhzTDr5gGV37DcjjrHvOPSSRzIjCtG/iu45AO+MJXxpQlHJiGcIffimCdrUaRtcvVPx/WMe70sd21Q02MyPf8oGGl7/APdHXCn493pb/Gfpt/j/AIb8MirjHevanFyKm6Kn3pWOB+yYO33vanmntT21M1AAGgevTmvmqrUWD0hD/Nxh6z9+5TsQSe3ZsTWnuJNpLyIhZn1T8f1jF4vpBiL92JrSZf8AjDEy/wDd/iZn8RZqN3ek7W/0K9MuKLt+T1l+7f8A0ujV52tcBI3WnV/Zd/8AwoyD7vX/AJrS/b+yuXqn4/rGM93ogXN9ONXt9/7eKXx/8AGMBgz3eiB/i41e/wAeKX/7AYjfqpTbQ3L/AF/0y2fd/bSHUi9HSbdSmmLvP7L7x9238LHru39nLf27be2swQAA1GVvfoAAFKAABSgAAUoAAFKAABSgAAUoAAFKAABSgAAUoAAFKAABSgAAUoAAFKAABSgAAUoAAFKAABSgAAUqJrxK6V6oT+IfXqzhabagS6yx1p1Wsa6yiYbkT8CfAnZ7kEuHNhTGq425cN2M804242pSFocJSDNJkZ0Ad08z2OZpkYPmTKi7yexu6aUXgaVwS2E0kBfO19bqW6BBgP0w8QkIIxckvfb5KNjW8uK2gnHltvx3dtvtyXbddbl1+j1HcblPuDNXHR0nHKbgthQnHukcTjzS8j348tt+Kb7b7JvtUJ+Xjl/BUlM2gvIi1dqUSa6cwpRe8kusEZkPnOQ5LPY/EmMHtvs8083uR79pc6C9x+Qm4gOyb11B3XlpQ5U+7a/on6d/8w139nkm3t+7qXfRykX+BrQjU9uOKv8A9/SoQu5GexId3/5X3D12M4BnebSlwsMwfMstmoTzqh4zjd1fyiTzITzdCqhur23cR7P74hNM3V+mrzL7g7faZn9Y/h3XSxWORulateqLxVb6jkRfuVW/UzVVPxRHNVfxT11/Qvo5XNeim1m7o/va3HeDv4nLfSIn3/1i/d+GyxfNFfRx8Seq86E/fYu/pFibjpev5BqGxIrLhqOxYRIs9itwbcrSTcJjPSH4zU5qshSUwVIOyY6jSlyCeHnhy064asJPDsBiSHHZ8hFhkuTWqmn7/J7NDammpFjIaaQlqGw0tbcSIylDEdC1qJK5D8mQ/XoBWzVLX/PdV44bZeSgtVhCrX+BgtIMJSMc9zCyHFIUpntRzURriIBqjYRgWF5PdbbR3pp000WMa5Y/Gk3nJJCK1bnciCNJCN7GsIGI0II4YwX7OVyoJ8lyPeMkogeI2h1pkOJYRZMGfFjzYUxh6LLhy2W5EWVFkNLZkRpMd5JofjrZcWlaFkaVJWZGRkY7ICEKsDViOpno3+FXUl5yaxh1nptbPzG5Uqx0wt04+y+01FRETXtY1aQrCkq4PI22syg1kR1TqTcU6ZrdJy0/JfQ6YvKsHHMO13yKhqTVuzCyTCK/K7BtG3aly0rckpm3Vb9u5REe3s7tszwCYbBr/rHjQngtmfTSifx2Sb2blwRicUYL6xFK7TOPlwHwZ6lRvJEVILyXpn0GywwpF40xt4yh5+cBZNoR6kf3HuKloPBQr3PVXKQvMm6r9rZVrC7A9Dpjjb7CrTXu/mRkpR6yzAwOBWvurLbqGxIkZTKTHQZ83KSmnTSRlupW2514xD0U/C1jtgU6/PUjUJn1d5lVRlWZJrKonHUchSm1YDU0s1MhB7mglTVtl2boUZEYyVAOTeuovWu/RmxJ2oEsAmrvvCFEtxFX2mt8eKbbfZeKERvlttsrkXhY/wBK/T/jUx863aZw5J3t4KlwNNuwdl9apGusmZGRy7+vtbp5K3ZUTbxuC6d4JplRt41p7iOPYbRocS+uvx2qh1bUuWUdiKqxsVRWkqs7VxiLHS9LkKdkvdIlPOrV2j2QAIclS5U6TImzpRJs2Y9xSmM9xClI9Vc8hCOVXPe9yq573KrnOVVVVVanqJFiwIkWBBijhQYI2BCELGjEIQ2owYhDYiMGMbERrBsa1jGoiNaiJVGOI+BOteHnXirq4Uuys7PRnVCura6vjPzZ9hPm4ReRocGFDjNqcly3ZDjbbbbaVLWtxKUpNRkQimp4fde3zI2dDdZHiURcptaaZqtJl/gmikMjITGQE+6Ia9E0Yi5HGHiyZEuQEjP5OmrF7XhmnbtxSLI58+9vvuzjx22dv5Vl6humsWvc/FppMydiyYyKWLi2Ak3v+KeB6ryWbF7fDsIm3EnLlvu3j5w8E8NnEUtRJRw/63rM/wBHSzO1fFNCY5lcMnEglzpK4e9ckuGRGSFaU56lRkfdsk6Dc+4TCQE3E65Lmq/mtOAMb/ZXMjl/WkJqfsqAR/R3WNFRTapS3t/BtrCz9qzX/wAlUd4eKm1oNANDqG9rLClu6TR/TOouaa2hyK60qbWtwukh2NZZV8ttDsGexLZeaeZdQhxpxpSFpSpJkVYgAUXmyfGTJctWdvxRSE4778ebldtvsm+2+2+yb+vZPVWxC1QUtlrttsaTvNt0cIEeqcVegRtHyVN12V3Hfbddt9t1rFP6TnhXtdWMWotY9O6C4yHUfCirsYuMeoIN3eXWV4ZaW/SgIqaOqiyVSrSqurZ2QZNss81dYz3ZD6ygw2SwmFwy8SR93Drr0f8A6ItQ/Z/zdEwsBZ7S7qoyTTfEYmImsIsmi20hVilNJeEgI5Hdzw32QkUjBlcV43PcqsYRAt2EIbW1A1k6NMY1XzeZm0TKCYhJughJLAGE2SM8kfJjpac5QUE4okE0oxsRryjfIduU5XLD2Lhj4kz7C4ddev8AJFqH/Rwfh8MfEpzcieHXXpStt+VOkGoqj29+xY6JhQCRP3cd6/3PYv8AygX/APWqLW/R22Xf7eqcpU9lqEi/tnL/ACVRSRpTimqGhuO6Xap47Ks8csMTwVnI8bkzrvH5SpmOoo7iLFlyqWdEmwXWLyphrcbQ+0ajimw+S2VutLogXo5uC8jM1aKoWai2PfUfV9BdxERkTWoKdj7PZ3mfbuL2gFPLNnGa45FJAx7L7pYYJSuM4EK4S4gXGe1jHlUQDMYpHMGNjnqiuVo2NVyoxu18Mk080/zG4MuuW4JZsnuYhNAyRcLXCmGYFr3kaFhZISkaJpCle0aO4NeQjkTk9yrZB+9w8F/bto0pO5mexak6u7Fv7C/r+A/RxcGakch6OmZEZ9+oeqhmZGW3KrfONlp8FEe+/aL3wHcpq5qs1HNbqdkLUd69r1ck/j/qn110DtEdGHK1XaRYu5WerewWpdvV6v3p5epPV+CUAAEe1J9Uv1b0Y0011xZnC9VcZRlWNR7eJfR69VreUy2LeDGmw4s5iwx6ziSWXUxbKc3sl4kqRKWlSVEewtrP0bnBfvuWjjpeBalaucpn79vn72fUXZ4C+QBl1nz/ADzHoLbZYM2u9jtrXuIkeHcpkYCPejUe9BBMwaPcjWo53HdyNaiquyVhV90106ym4rd8mwGyZHdlYwXip9qgzJHbHv2x9+QAhODOTuDOXFu67Im61Y/+9wcGH8jjn+UnVz+no71T6PPhBo7StuqvSVyNZU9lCtq2QeoOqMj1WfXSWpkN8mpWarQ8SJDLauRxK0K5dlJNJmQvSAdmurWqqt4rqZkCt222+ubltt+G3ifVXSLojouqtcukOLqrfUq2C07p+j96eXqT9VAABH1ShUZ/jj0P1ty7ip1fyLGNHNWMkobC3ojgXdBp5l1vVTkMYhj0ZS4dlX07rMppK2VoM0LMiU2Zd5GLTv3NnEV/IBrj/krzv+j4mIgLqYl1jzsWxbHMZbgAprcegw4KGW4vGpWxI446EUfgn8Feg+StR7kbvtuu29a/cz6DLbmGY5Zlz9TZFuflVzn3JwG2oZUC6dKLKUSEWezmg1LwR6sarkby4t32SHWvhw4hmy5ndBNbWk77czul2cNp3P2cy6Ai37D8hmv9FFgub4LhWr0TNsOyvD5E7KMakQY+V4/b4+/NZbqrFt56I1bQ2VSWkLNCVKQRkk1ERnvsMsoDodT+qqZqVg96wouFCs4rysZXSGz3ncPw0sEtNhrEEjubgIxd3psjlXzVErJNH+jCHpJqNjuoIdQy359g8YiRH21kdC+LgSoK/nmzjKztpJ7qfmnclZw+zy5IAAFSau9QAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQAAKUAAClAAApQBotwHn/8AToe658bfKNef/wBOh7rnxt8o1vSAGi3APToe658bfKNPToe658bfKNb0gBotwD06HuufG3yjT06HuufG3yjW9IAaLcA9Oh7rnxt8o09Oh7rnxt8o1vSAGi3APToe658bfKNPToe658bfKNb0gBotwD06HuufG3yjT06HuufG3yjW9IAaLcA9Oh7rnxt8o09Oh7rnxt8o1vSAGi3APToe658bfKNPToe658bfKNb0gBotwD06HuufG3yjT06HuufG3yjW9IAaLcA9Oh7rnxt8o09Oh7rnxt8o1vSAGi3APToe658bfKNPToe658bfKNb0gBotwD06HuufG3yjT06HuufG3yjW9IAaLcA9Oh7rnxt8o09Oh7rnxt8o1vSAGi3APToe658bfKNPToe658bfKNb0gBotwD06HuufG3yjT06HuufG3yjW9IAaLcA9Oh7rnxt8o09Oh7rnxt8o1vSAGi3APToe658bfKNPToe658bfKNb0gBotwD06HuufG3yjT06HuufG3yjW9IAaLcA9Oh7rnxt8o09Oh7rnxt8o1vSAGi3APToe658bfKNPToe658bfKNb0gBotwD06HuufG3yjT06HuufG3yjW9IAaLcA9Oh7rnxt8o09Oh7rnxt8o1vSAGi3APToe658bfKNPToe658bfKNb0gBotwD06HuufG3yjT06HuufG3yjW9IAaLcA9Oh7rnxt8o09Oh7rnxt8o1vSAGi3APToe658bfKNPToe658bfKNb0gBotwD06HuufG3yjT06HuufG3yjW9IAaLcA9Oh7rnxt8o09Oh7rnxt8o1vSAGi3APToe658bfKNPToe658bfKNb0gBotwD06HuufG3yjT06HuufG3yjW9IAaLcA9Oh7rnxt8o09Oh7rnxt8o1vSAGi3APToe658bfKNPToe658bfKNb0gBotwD06HuufG3yjT06HuufG3yjW9IAaLcA9Oh7rnxt8o09Oh7rnxt8o1vSAGi3APToe658bfKNPToe658bfKNb0gBotwD06HuufG3yjT06HuufG3yjW9IAaLcA9Oh7rnxt8o09Oh7rnxt8o1vSAGi3APToe658bfKNPToe658bfKNb0gBotwD06HuufG3yjT06HuufG3yjW9IAaLcA9Oh7rnxt8o09Oh7rnxt8o1//Z",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
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",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
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KluuqPIwA5/To8lDv1wcOfA7MWP8A3XhLQ//Z",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "import glob\n",
        "\n",
        "from IPython import display\n",
        "from IPython.display import Image\n",
        "from IPython.display import display\n",
        "\n",
        "dir_path = r'/content/00*.jpg'\n",
        "res = glob.glob(dir_path)\n",
        "\n",
        "images = []\n",
        "for im in res:\n",
        "  print(im)\n",
        "  images.append(Image(filename=im))\n",
        "display(*images)"
      ]
    }
  ],
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}
